Loading
Feedback

ashivani

Name

Ayush Shivani

Organization

IIIT Hyderabad

Location

Hyderabad, IN

Badges

1
0
1

Activity

Aug
Sep
Oct
Nov
Dec
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Mon
Wed
Fri

Ratings Progression

Loading...

Challenge Categories

Loading...

Challenges Entered

5 Problems 15 Days. Can you solve it all?

Latest submissions

See All
graded 70954
graded 70275
graded 70274

Classify images of snake species from around the world

Latest submissions

See All
failed 31887
graded 27332
failed 27331

A benchmark for image-based food recognition

Latest submissions

See All
failed 59927

Sample-efficient reinforcement learning in Minecraft

Latest submissions

See All
graded 10553

Multi Agent Reinforcement Learning on Trains.

Latest submissions

See All
graded 26932
failed 26931
failed 26777

Recognise Handwritten Digits

Latest submissions

See All
graded 73897
graded 67441
graded 63132

Online News Prediction

Latest submissions

See All
graded 67445
failed 67442
failed 67440

Crowdsourced Map Land Cover Prediction

Latest submissions

See All
graded 67452
graded 60242

Predict Labor Class

Latest submissions

See All
graded 68567
graded 68565
graded 68564

Real Time Mask Detection

Latest submissions

See All
failed 67597
failed 67596
failed 67593

Predict Win Depth

Latest submissions

See All
graded 70954
graded 70208
graded 67582

Predict Power Consumption

Latest submissions

See All
graded 67457
failed 67453

Predict Wine Quality

Latest submissions

See All
graded 67444

Student Evaluation

Latest submissions

See All
graded 67454

Predict if an AD will be clicked

Latest submissions

See All
graded 67446

Classify Scrambled Text

Latest submissions

See All
graded 70256
graded 69654

Recognize Orientation of a 3D Skeleton

Latest submissions

See All
graded 70275
graded 70274
failed 70265
Gold 1
EulerLearner
May 16, 2020
Silver 0
Bronze 1
Trustable
May 16, 2020

Badges


  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020
  • Has filled their profile page
    May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020
  • Great work! You're one of the top participants in this challenge. Here's a gold badge to celebrate the acheivement.
    Challenge: ORIENTME
    May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020

  • May 16, 2020
Participant Rating
shivam
BhaviD 0
20161302_animesh 136
Participant Rating
ashivani has not joined any teams yet...

AIcrowd Blitz⚡#2

Winners Solutions

12 days ago

Hello all,

Here are the repos of the winners’ solutions,

BLITZCA; https://github.com/Alchemi01/AICrowd-Blitz-2

TODO: https://github.com/ashwinr64/aicrowd_blitz

CSEB: https://github.com/RamKaushikR/AIcrowd-Blitz-2

Regards
Ayush

Change in Leaderboard

12 days ago

Hello everyone,

There is an update to the final leaderboard. We inspected the ‘unknown_participant’ submissions that were showing up and found that a user had deleted their account after making multiple submissions. Due to a technical glitch from our side, these submissions still kept reflecting on the leaderboard. This shouldn’t have happened. And a deleted user’s submissions can not be counted. Considering that, we have recalculated all the rankings.

Some overall ranks have changed due to this. The current leaderboard reflects the updated rankings.We are very sorry for the inconvenience caused.

Regards,
Ayush Shivan

:loudspeaker: LIVE DISCUSSION OF PROBLEMS & MORE | SUNDAY 3 PM IST :loudspeaker:

16 days ago

We hope you had as much fun solving Blitz problems as we had in creating them! AIcrowd Blitz is over but our journey of learning has just begun!

Join us this Sunday for a special webinar for all Blitz participants. We will look under the hood of each problem and we will discuss all the winning solutions.

Register for the webinar here :point_right:: https://us02web.zoom.us/webinar/register/WN_-WB5F5AHQEGzz9v7y_uCxA

See you on 3 PM IST, July 26.

Regards
Team AIcrowd

MASKD

Getting INTERNAL SERVER ERROR

16 days ago

Hey all.

All the submissions are evaluated and due to the delay we have extended the round by 2 hours.

Regards
Ayush

MASKD Baseline

About 1 month ago

This dataset and notebook correspond to the MASKD Challenge being held on AIrowd.

Downloads and Installations

In [ ]:
# download the MaskRCNN repository
!git clone https://github.com/matterport/Mask_RCNN.git
Cloning into 'Mask_RCNN'...
remote: Enumerating objects: 956, done.
remote: Total 956 (delta 0), reused 0 (delta 0), pack-reused 956
Receiving objects: 100% (956/956), 116.76 MiB | 38.32 MiB/s, done.
Resolving deltas: 100% (566/566), done.
In [ ]:
# install
!cd Mask_RCNN; python setup.py install
WARNING:root:Fail load requirements file, so using default ones.
running install
running bdist_egg
running egg_info
creating mask_rcnn.egg-info
writing mask_rcnn.egg-info/PKG-INFO
writing dependency_links to mask_rcnn.egg-info/dependency_links.txt
writing top-level names to mask_rcnn.egg-info/top_level.txt
writing manifest file 'mask_rcnn.egg-info/SOURCES.txt'
reading manifest template 'MANIFEST.in'
writing manifest file 'mask_rcnn.egg-info/SOURCES.txt'
installing library code to build/bdist.linux-x86_64/egg
running install_lib
running build_py
creating build
creating build/lib
creating build/lib/mrcnn
copying mrcnn/utils.py -> build/lib/mrcnn
copying mrcnn/model.py -> build/lib/mrcnn
copying mrcnn/config.py -> build/lib/mrcnn
copying mrcnn/__init__.py -> build/lib/mrcnn
copying mrcnn/visualize.py -> build/lib/mrcnn
copying mrcnn/parallel_model.py -> build/lib/mrcnn
creating build/bdist.linux-x86_64
creating build/bdist.linux-x86_64/egg
creating build/bdist.linux-x86_64/egg/mrcnn
copying build/lib/mrcnn/utils.py -> build/bdist.linux-x86_64/egg/mrcnn
copying build/lib/mrcnn/model.py -> build/bdist.linux-x86_64/egg/mrcnn
copying build/lib/mrcnn/config.py -> build/bdist.linux-x86_64/egg/mrcnn
copying build/lib/mrcnn/__init__.py -> build/bdist.linux-x86_64/egg/mrcnn
copying build/lib/mrcnn/visualize.py -> build/bdist.linux-x86_64/egg/mrcnn
copying build/lib/mrcnn/parallel_model.py -> build/bdist.linux-x86_64/egg/mrcnn
byte-compiling build/bdist.linux-x86_64/egg/mrcnn/utils.py to utils.cpython-36.pyc
byte-compiling build/bdist.linux-x86_64/egg/mrcnn/model.py to model.cpython-36.pyc
byte-compiling build/bdist.linux-x86_64/egg/mrcnn/config.py to config.cpython-36.pyc
byte-compiling build/bdist.linux-x86_64/egg/mrcnn/__init__.py to __init__.cpython-36.pyc
byte-compiling build/bdist.linux-x86_64/egg/mrcnn/visualize.py to visualize.cpython-36.pyc
byte-compiling build/bdist.linux-x86_64/egg/mrcnn/parallel_model.py to parallel_model.cpython-36.pyc
creating build/bdist.linux-x86_64/egg/EGG-INFO
copying mask_rcnn.egg-info/PKG-INFO -> build/bdist.linux-x86_64/egg/EGG-INFO
copying mask_rcnn.egg-info/SOURCES.txt -> build/bdist.linux-x86_64/egg/EGG-INFO
copying mask_rcnn.egg-info/dependency_links.txt -> build/bdist.linux-x86_64/egg/EGG-INFO
copying mask_rcnn.egg-info/top_level.txt -> build/bdist.linux-x86_64/egg/EGG-INFO
zip_safe flag not set; analyzing archive contents...
creating dist
creating 'dist/mask_rcnn-2.1-py3.6.egg' and adding 'build/bdist.linux-x86_64/egg' to it
removing 'build/bdist.linux-x86_64/egg' (and everything under it)
Processing mask_rcnn-2.1-py3.6.egg
Copying mask_rcnn-2.1-py3.6.egg to /usr/local/lib/python3.6/dist-packages
Adding mask-rcnn 2.1 to easy-install.pth file

Installed /usr/local/lib/python3.6/dist-packages/mask_rcnn-2.1-py3.6.egg
Processing dependencies for mask-rcnn==2.1
Finished processing dependencies for mask-rcnn==2.1
In [ ]:
!cd Mask_RCNN; wget -q https://github.com/matterport/Mask_RCNN/releases/download/v2.0/mask_rcnn_coco.h5
In [ ]:
# install pycocotools
!pip uninstall -q pycocotools -y
!pip install -q git+https://github.com/waleedka/coco.git#subdirectory=PythonAPI
# install a stable version of numpy
!pip install -q numpy==1.17.0
  Building wheel for pycocotools (setup.py) ... done
     |████████████████████████████████| 20.4MB 1.3MB/s 
ERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.
ERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.

Restart Runtime here!

In [ ]:
# install a stable keras version
!pip install -q keras==2.2.5
     |████████████████████████████████| 337kB 2.9MB/s 

DOWNLOAD DATASET

In [ ]:
!wget -q https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/train_images.zip
!wget -q https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/val_images.zip
!wget -q https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/test_images.zip
In [ ]:
!unzip -q train_images.zip
!unzip -q val_images.zip
!unzip -q test_images.zip
In [ ]:
!wget -q https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/train.json
!wget -q https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/val.json
!wget -q https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/test.json

Imports

In [ ]:
%tensorflow_version 1.x
TensorFlow 1.x selected.
In [ ]:
import os
import sys
import itertools
import math
import logging
import json
import re
import random
import matplotlib

import numpy as np
import matplotlib.pyplot as plt
import matplotlib.patches as patches
import matplotlib.lines as lines
import imgaug.augmenters as iaa

from matplotlib.patches import Polygon
from collections import OrderedDict
from pycocotools.coco import COCO
from pycocotools.cocoeval import COCOeval
from pycocotools import mask as maskUtils


# Root directory of the project
ROOT_DIR = os.path.abspath("/content/Mask_RCNN")

# Import Mask RCNN
sys.path.append(ROOT_DIR)  # To find local version of the library
from mrcnn import utils
from mrcnn import visualize
from mrcnn.visualize import display_images
import mrcnn.model as modellib
from mrcnn.model import log
from mrcnn.config import Config

%matplotlib inline
Using TensorFlow backend.

Explanatory Data Analysis

Let us Inspect the data we have first before moving on to building the model.

In [ ]:
##Create Mask Dataset Class
class MaskDataset(utils.Dataset):
    def load_dataset(self, dataset_dir,dtype,return_coco=True):
        """ Loads Mask dataset
            Params:
                - dataset_dir : root directory of the dataset (can point to the train/val folder)
                - dtype: specifies train or val
                - load_small : Boolean value which signals if the annotations for all the images need to be loaded into the memory,
                               or if only a small subset of the same should be loaded into memory
        """
        self.dtype = dtype
        if self.dtype=="train":
          annotation_path = os.path.join(dataset_dir, "train.json")
          image_dir = os.path.join(dataset_dir, "train_images")
        elif self.dtype=="val":
          annotation_path = os.path.join(dataset_dir, "val.json")
          image_dir = os.path.join(dataset_dir, "val_images")

        print("Annotation Path ", annotation_path)
        print("Image Dir ", image_dir)
        assert os.path.exists(annotation_path) and os.path.exists(image_dir)

        self.coco = COCO(annotation_path)
        self.image_dir = image_dir

        # Load all classes (Only Building in this version)
        classIds = self.coco.getCatIds()

        # Load all images
        image_ids = list(self.coco.imgs.keys())

        # register classes
        for _class_id in classIds:
            self.add_class("mask-detection", _class_id, self.coco.loadCats(_class_id)[0]["name"])

        # Register Images
        for _img_id in image_ids:
            assert(os.path.exists(os.path.join(image_dir, self.coco.imgs[_img_id]['file_name'])))
            self.add_image(
                "mask-detection", image_id=_img_id,
                path=os.path.join(image_dir, self.coco.imgs[_img_id]['file_name']),
                width=self.coco.imgs[_img_id]["width"],
                height=self.coco.imgs[_img_id]["height"],
                annotations=self.coco.loadAnns(self.coco.getAnnIds(
                                            imgIds=[_img_id],
                                            catIds=classIds,
                                            iscrowd=None)))

        if return_coco:
            return self.coco

    def load_mask(self, image_id):
        """ Loads instance mask for a given image
              This function converts mask from the coco format to a
              a bitmap [height, width, instance]
            Params:
                - image_id : reference id for a given image

            Returns:
                masks : A bool array of shape [height, width, instances] with
                    one mask per instance
                class_ids : a 1D array of classIds of the corresponding instance masks
        """

        image_info = self.image_info[image_id]
        assert image_info["source"] == "mask-detection"

        instance_masks = []
        class_ids = []
        annotations = self.image_info[image_id]["annotations"]
        # Build mask of shape [height, width, instance_count] and list
        # of class IDs that correspond to each channel of the mask.
        for annotation in annotations:
            class_id = self.map_source_class_id(
                "mask-detection.{}".format(annotation['category_id']))
            if class_id:
                m = self.annToMask(annotation,  image_info["height"],
                                                image_info["width"])
                # Some objects are so small that they're less than 1 pixel area
                # and end up rounded out. Skip those objects.
                if m.max() < 1:
                    continue

                # Ignore the notion of "is_crowd" as specified in the coco format
                # as we donot have the said annotation in the current version of the dataset

                instance_masks.append(m)
                class_ids.append(class_id)
        # Pack instance masks into an array
        if class_ids:
            mask = np.stack(instance_masks, axis=2)
            class_ids = np.array(class_ids, dtype=np.int32)
            return mask, class_ids
        else:
            # Call super class to return an empty mask
            return super(MaskDataset, self).load_mask(image_id)


    def image_reference(self, image_id):
        """Return a reference for a particular image

            Ideally you this function is supposed to return a URL
            but in this case, we will simply return the image_id
        """
        return "mask-detection::{}".format(image_id)
    # The following two functions are from pycocotools with a few changes.

    def annToRLE(self, ann, height, width):
        """
        Convert annotation which can be polygons, uncompressed RLE to RLE.
        :return: binary mask (numpy 2D array)
        """
        segm = ann['segmentation']
        if isinstance(segm, list):
            # polygon -- a single object might consist of multiple parts
            # we merge all parts into one mask rle code
            rles = maskUtils.frPyObjects(segm, height, width)
            rle = maskUtils.merge(rles)
        elif isinstance(segm['counts'], list):
            # uncompressed RLE
            rle = maskUtils.frPyObjects(segm, height, width)
        else:
            # rle
            rle = ann['segmentation']
        return rle

    def annToMask(self, ann, height, width):
        """
        Convert annotation which can be polygons, uncompressed RLE, or RLE to binary mask.
        :return: binary mask (numpy 2D array)
        """
        rle = self.annToRLE(ann, height, width)
        m = maskUtils.decode(rle)
        return m

The MaskRCNN repository works on configs. For trainin we create a config sa shown below.

In [ ]:
class MaskConfig(Config):
    """Configuration for training on data in MS COCO format.
    Derives from the base Config class and overrides values specific
    to the COCO dataset. Edit here to find optimum parameters
    """
    # Give the configuration a recognizable name
    NAME = "mask-detection"

    # We use a GPU with 12GB memory, which can fit two images.
    # Adjust down if you use a smaller GPU.
    IMAGES_PER_GPU = 2

    # Comment to train on 8 GPUs (default is 1)
    GPU_COUNT = 1

    BACKBONE = 'resnet50'
    
    # Number of classes (including background)
    NUM_CLASSES = 3  # 1 Background + 2 classes(mask/no_mask)

    STEPS_PER_EPOCH=150
    VALIDATION_STEPS=50
    MAX_GT_INSTANCES=35
    LEARNING_RATE=0.001
    IMAGE_MAX_DIM=256
    IMAGE_MIN_DIM=256
    MINI_MASK_SHAPE=(128,128)
In [ ]:
# Mask Dataset 
config = MaskConfig()
DATASET_DIR = "/content/"
In [ ]:
config.display()
Configurations:
BACKBONE                       resnet50
BACKBONE_STRIDES               [4, 8, 16, 32, 64]
BATCH_SIZE                     2
BBOX_STD_DEV                   [0.1 0.1 0.2 0.2]
COMPUTE_BACKBONE_SHAPE         None
DETECTION_MAX_INSTANCES        100
DETECTION_MIN_CONFIDENCE       0.7
DETECTION_NMS_THRESHOLD        0.3
FPN_CLASSIF_FC_LAYERS_SIZE     1024
GPU_COUNT                      1
GRADIENT_CLIP_NORM             5.0
IMAGES_PER_GPU                 2
IMAGE_CHANNEL_COUNT            3
IMAGE_MAX_DIM                  256
IMAGE_META_SIZE                15
IMAGE_MIN_DIM                  256
IMAGE_MIN_SCALE                0
IMAGE_RESIZE_MODE              square
IMAGE_SHAPE                    [256 256   3]
LEARNING_MOMENTUM              0.9
LEARNING_RATE                  0.001
LOSS_WEIGHTS                   {'rpn_class_loss': 1.0, 'rpn_bbox_loss': 1.0, 'mrcnn_class_loss': 1.0, 'mrcnn_bbox_loss': 1.0, 'mrcnn_mask_loss': 1.0}
MASK_POOL_SIZE                 14
MASK_SHAPE                     [28, 28]
MAX_GT_INSTANCES               35
MEAN_PIXEL                     [123.7 116.8 103.9]
MINI_MASK_SHAPE                (128, 128)
NAME                           mask-detection
NUM_CLASSES                    3
POOL_SIZE                      7
POST_NMS_ROIS_INFERENCE        1000
POST_NMS_ROIS_TRAINING         2000
PRE_NMS_LIMIT                  6000
ROI_POSITIVE_RATIO             0.33
RPN_ANCHOR_RATIOS              [0.5, 1, 2]
RPN_ANCHOR_SCALES              (32, 64, 128, 256, 512)
RPN_ANCHOR_STRIDE              1
RPN_BBOX_STD_DEV               [0.1 0.1 0.2 0.2]
RPN_NMS_THRESHOLD              0.7
RPN_TRAIN_ANCHORS_PER_IMAGE    256
STEPS_PER_EPOCH                150
TOP_DOWN_PYRAMID_SIZE          256
TRAIN_BN                       False
TRAIN_ROIS_PER_IMAGE           200
USE_MINI_MASK                  True
USE_RPN_ROIS                   True
VALIDATION_STEPS               50
WEIGHT_DECAY                   0.0001


In [ ]:
dataset = MaskDataset()
dataset.load_dataset(DATASET_DIR, "train")
# Must call before using the dataset
dataset.prepare()

print("[INFO] Image Count: {}".format(len(dataset.image_ids)))
print("[INFO] Class Count: {}".format(dataset.num_classes))
for i, info in enumerate(dataset.class_info):
    print("{:3}. {:50}".format(i, info['name']))
Annotation Path  /content/train.json
Image Dir  /content/train_images
loading annotations into memory...
Done (t=0.01s)
creating index...
index created!
[INFO] Image Count: 679
[INFO] Class Count: 3
  0. BG                                                
  1. mask                                              
  2. no_mask                                           

Samples

Load and display some sample images and masks.

In [ ]:
image_ids = np.random.choice(dataset.image_ids, 4)
for image_id in image_ids:
    print("[INFO] Image ID: {}".format(image_id))
    image = dataset.load_image(image_id)
    mask, class_ids = dataset.load_mask(image_id)
    visualize.display_top_masks(image, mask, class_ids, dataset.class_names)
[INFO] Image ID: 239
[INFO] Image ID: 362
[INFO] Image ID: 435
[INFO] Image ID: 629

Bounding Boxes

Rather than using bounding box coordinates provided by the source datasets, we compute the bounding boxes from masks instead. This allows us to handle bounding boxes consistently regardless of the source dataset, and it also makes it easier to resize, rotate, or crop images because we simply generate the bounding boxes from the updated masks rather than computing bounding box transformation for each type of image transformation.

In [ ]:
# Load random image and mask.
image_id =  np.random.choice(dataset.image_ids, 1)[0]
image = dataset.load_image(image_id)
mask, class_ids = dataset.load_mask(image_id)
print("[INFO] Image Shape: {} \tClass ID : {}".format(mask.shape, class_ids))
# Compute Bounding box
bbox = utils.extract_bboxes(mask)

# Display image and additional stats
print("[INFO] Image ID: {} \tDataset Reference: {}".format(image_id, dataset.image_reference(image_id)))
log("[INFO] Image", image)
log("[INFO] Mask", mask)
log("[INFO] Class IDs", class_ids)
log("[INFO] BBOX", bbox)

# Display image and instances
visualize.display_instances(image, bbox, mask, class_ids, dataset.class_names)
[INFO] Image Shape: (768, 1024, 2) 	Class ID : [2 2]
[INFO] Image ID: 75 	Dataset Reference: mask-detection::75
[INFO] Image             shape: (768, 1024, 3)        min:    0.00000  max:  255.00000  uint8
[INFO] Mask              shape: (768, 1024, 2)        min:    0.00000  max:    1.00000  uint8
[INFO] Class IDs         shape: (2,)                  min:    2.00000  max:    2.00000  int32
[INFO] BBOX              shape: (2, 4)                min:   69.00000  max:  480.00000  int32

Resize Images

To support multiple images per batch, images are resized to one size (256x256). However aspect ratio is preserved. If an image is not square, then zero padding is added at the top/bottom or right/left.

In [ ]:
# Load random image and mask.
image_id = np.random.choice(dataset.image_ids, 1)[0]
image = dataset.load_image(image_id)
mask, class_ids = dataset.load_mask(image_id)
original_shape = image.shape

# Resize
image, window, scale, padding, _ = utils.resize_image(
    image, 
    min_dim=config.IMAGE_MIN_DIM, 
    max_dim=config.IMAGE_MAX_DIM,
    mode=config.IMAGE_RESIZE_MODE)
mask = utils.resize_mask(mask, scale, padding)

# Compute Bounding box
bbox = utils.extract_bboxes(mask)

# Display image and additional stats
print("[INFO] Image ID: {} \tDataset Reference: {}".format(image_id, dataset.image_reference(image_id)))
print("[INFO] Original Shape: ", original_shape)
log("[INFO] Image", image)
log("[INFO] Mask", mask)
log("[INFO] Class IDs", class_ids)
log("[INFO] BBOX", bbox)
# Display image and instances
visualize.display_instances(image, bbox, mask, class_ids, dataset.class_names)
[INFO] Image ID: 566 	Dataset Reference: mask-detection::566
[INFO] Original Shape:  (220, 220, 3)
[INFO] Image             shape: (256, 256, 3)         min:    0.00000  max:  255.00000  uint8
[INFO] Mask              shape: (256, 256, 1)         min:    0.00000  max:    1.00000  uint8
[INFO] Class IDs         shape: (1,)                  min:    1.00000  max:    1.00000  int32
[INFO] BBOX              shape: (1, 4)                min:   13.00000  max:  172.00000  int32

Mini Masks

Instance binary masks can get large when training with high resolution images. For example, if training with 1024x1024 image then the mask of a single instance requires 1MB of memory (Numpy uses bytes for boolean values). If an image has 100 instances then that's 100MB for the masks alone.

To improve training speed, masks are optimized as:

  • Mask pixels that are inside the object bounding box are stored, rather than a mask of the full image. Most objects are small compared to the image size, so space is saved by not storing a lot of zeros around the object.
  • The mask is resized to a smaller size (e.g. 56x56). For objects that are larger than the selected size we lose a bit of accuracy. However, this loss is negligable for most practical purposes. Thie size of the mini_mask can be set in the config class.

To visualize the effect of mask resizing, and to verify the code correctness, we visualize some examples.

In [ ]:
image_id = np.random.choice(dataset.image_ids, 1)[0]
image, image_meta, class_ids, bbox, mask = modellib.load_image_gt(
    dataset, config, image_id, use_mini_mask=False)

log("[INFO] Image", image)
log("[INFO] Class IDs", class_ids)
log("[INFO] BBOX", bbox)
log("[INFO] Mask", mask)
log("[INFO] Image Metas", image_meta)
display_images([image]+[mask[:,:,i] for i in range(min(mask.shape[-1], 7))])
[INFO] Image             shape: (256, 256, 3)         min:    0.00000  max:  255.00000  uint8
[INFO] Class IDs         shape: (3,)                  min:    1.00000  max:    1.00000  int32
[INFO] BBOX              shape: (3, 4)                min:   63.00000  max:  184.00000  int32
[INFO] Mask              shape: (256, 256, 3)         min:    0.00000  max:    1.00000  uint8
[INFO] Image Metas       shape: (15,)                 min:    0.00000  max:  256.00000  float64
In [ ]:
visualize.display_instances(image, bbox, mask, class_ids, dataset.class_names)

Augmentations

Image augmentation is a strategy that allows us to significantly increase the diversity of images available for training models, without actually collecting new images. Augmentations make the model more robust.

In [ ]:
# Add augmentation and mask resizing.
image, image_meta, class_ids, bbox, mask = modellib.load_image_gt(
    dataset,
    config,
    image_id,
    augmentation=iaa.Affine(rotate=(-35, 35)),
    use_mini_mask=False
  )

log("[INFO] Mask", mask)
display_images([image]+[mask[:,:,i] for i in range(min(mask.shape[-1], 7))])
[INFO] Mask              shape: (256, 256, 3)         min:    0.00000  max:    1.00000  bool
In [ ]:
mask = utils.expand_mask(bbox, mask, image.shape)
visualize.display_instances(image, bbox, mask, class_ids, dataset.class_names)

Anchors, Feature Pyramid Network and ROIs

Detecting objects at different scales is challenging, even more so for small objects. We can use a pyramid of the same image at different scale to detect objects, as shown below. However this is a compute costly process and hence isn't used often. Alternatively, we create a pyramid of feature and use them for object detection.

Source

For an Feature Pyramid Network (FPN) network, the anchors must be ordered in a way that makes it easy to match anchors to the output of the convolution layers that predict anchor scores and shifts.

The order of anchors is important. The same order has to be used in training and prediction phases. This must also match the order of the convolution execution. This is internally taken care of by the MaskRCNN library.

  • Sort by pyramid level first. All anchors of the first level, then all of the second and so on. This makes it easier to separate anchors by level.
  • Within each level, sort anchors by feature map processing sequence. Typically, a convolution layer processes a feature map starting from top-left and moving right row by row.
  • For each feature map cell, pick any sorting order for the anchors of different ratios. Here we match the order of ratios passed to the function.

Anchor Stride: In the FPN architecture, feature maps at the first few layers are high resolution. For example, if the input image is 1024x1024 then the feature map of the first layer is 256x256, which generates about 200K anchors (256x256x3). These anchors are 32x32 pixels and their stride relative to image pixels is 4 pixels, so there is a lot of overlap. We can reduce the load significantly if we generate anchors for every other cell in the feature map. A stride of 2 will cut the number of anchors by 4, for example.

In this implementation we use an anchor stride of 2, which is different from the paper.

In [ ]:
# Generate Anchors
backbone_shapes = modellib.compute_backbone_shapes(config, config.IMAGE_SHAPE)
anchors = utils.generate_pyramid_anchors(
    config.RPN_ANCHOR_SCALES, 
    config.RPN_ANCHOR_RATIOS,
    backbone_shapes,
    config.BACKBONE_STRIDES, 
    config.RPN_ANCHOR_STRIDE
  )

# Print summary of anchors
num_levels = len(backbone_shapes)
anchors_per_cell = len(config.RPN_ANCHOR_RATIOS)
print("[INFO] Anchors Count: ", anchors.shape[0])
print("[INFO] Scales: ", config.RPN_ANCHOR_SCALES)
print("[INFO] Ratios: ", config.RPN_ANCHOR_RATIOS)
print("[INFO] Anchors per Cell: ", anchors_per_cell)
print("[INFO] Levels: ", num_levels)

anchors_per_level = []
for l in range(num_levels):
    num_cells = backbone_shapes[l][0] * backbone_shapes[l][1]
    anchors_per_level.append(anchors_per_cell * num_cells // config.RPN_ANCHOR_STRIDE**2)
    print("Anchors at Level {}: {}".format(l, anchors_per_level[l]))
[INFO] Anchors Count:  16368
[INFO] Scales:  (32, 64, 128, 256, 512)
[INFO] Ratios:  [0.5, 1, 2]
[INFO] Anchors per Cell:  3
[INFO] Levels:  5
Anchors at Level 0: 12288
Anchors at Level 1: 3072
Anchors at Level 2: 768
Anchors at Level 3: 192
Anchors at Level 4: 48

Visualize anchors of one cell at the center of the feature map of a specific level.

In [ ]:
# Load and draw random image
image_id = np.random.choice(dataset.image_ids, 1)[0]
image, image_meta, _, _, _ = modellib.load_image_gt(dataset, config, image_id)
fig, ax = plt.subplots(1, figsize=(10, 10))
ax.imshow(image)
levels = len(backbone_shapes)

for level in range(levels):
    colors = visualize.random_colors(levels)
    # Compute the index of the anchors at the center of the image
    level_start = sum(anchors_per_level[:level]) # sum of anchors of previous levels
    level_anchors = anchors[level_start:level_start+anchors_per_level[level]]
    print("Level {}. Anchors: {:6}  Feature map Shape: {}".format(level, level_anchors.shape[0], 
                                                                  backbone_shapes[level]))
    center_cell = backbone_shapes[level] // 2
    center_cell_index = (center_cell[0] * backbone_shapes[level][1] + center_cell[1])
    level_center = center_cell_index * anchors_per_cell 
    center_anchor = anchors_per_cell * (
        (center_cell[0] * backbone_shapes[level][1] / config.RPN_ANCHOR_STRIDE**2) \
        + center_cell[1] / config.RPN_ANCHOR_STRIDE)
    level_center = int(center_anchor)

    # Draw anchors. Brightness show the order in the array, dark to bright.
    for i, rect in enumerate(level_anchors[level_center:level_center+anchors_per_cell]):
        y1, x1, y2, x2 = rect
        p = patches.Rectangle((x1, y1), x2-x1, y2-y1, linewidth=2, facecolor='none',
                              edgecolor=(i+1)*np.array(colors[level]) / anchors_per_cell)
        ax.add_patch(p)
Level 0. Anchors:  12288  Feature map Shape: [64 64]
Level 1. Anchors:   3072  Feature map Shape: [32 32]
Level 2. Anchors:    768  Feature map Shape: [16 16]
Level 3. Anchors:    192  Feature map Shape: [8 8]
Level 4. Anchors:     48  Feature map Shape: [4 4]

Data Generator

In [ ]:
# Create data generator
random_rois = 2000
g = modellib.data_generator(
    dataset, config, shuffle=True, random_rois=random_rois, 
    batch_size=4,
    detection_targets=True)
In [ ]:
# Get Next Image
if random_rois:
    [normalized_images, image_meta, rpn_match, rpn_bbox, gt_class_ids, gt_boxes, gt_masks, rpn_rois, rois], \
    [mrcnn_class_ids, mrcnn_bbox, mrcnn_mask] = next(g)
    
    log("[INFO] rois", rois)
    log("[INFO] mrcnn_class_ids", mrcnn_class_ids)
    log("[INFO] mrcnn_bbox", mrcnn_bbox)
    log("[INFO] mrcnn_mask", mrcnn_mask)
else:
    [normalized_images, image_meta, rpn_match, rpn_bbox, gt_boxes, gt_masks], _ = next(g)
    
log("[INFO] gt_class_ids", gt_class_ids)
log("[INFO] gt_boxes", gt_boxes)
log("[INFO] gt_masks", gt_masks)
log("[INFO] rpn_match", rpn_match, )
log("[INFO] rpn_bbox", rpn_bbox)
image_id = modellib.parse_image_meta(image_meta)["image_id"][0]
print("[INFO] Image ID: {} \tDataset Reference: {}".format(image_id, dataset.image_reference(image_id)))

# Remove the last dim in mrcnn_class_ids. It's only added
# to satisfy Keras restriction on target shape.
mrcnn_class_ids = mrcnn_class_ids[:,:,0]
[INFO] rois              shape: (4, 200, 4)           min:    0.00000  max:  255.00000  int32
[INFO] mrcnn_class_ids   shape: (4, 200, 1)           min:    0.00000  max:    2.00000  int32
[INFO] mrcnn_bbox        shape: (4, 200, 3, 4)        min:   -3.97727  max:    3.07143  float32
[INFO] mrcnn_mask        shape: (4, 200, 28, 28, 3)   min:    0.00000  max:    1.00000  float32
[INFO] gt_class_ids      shape: (4, 35)               min:    0.00000  max:    2.00000  int32
[INFO] gt_boxes          shape: (4, 35, 4)            min:    0.00000  max:  223.00000  int32
[INFO] gt_masks          shape: (4, 128, 128, 35)     min:    0.00000  max:    1.00000  bool
[INFO] rpn_match         shape: (4, 16368, 1)         min:   -1.00000  max:    1.00000  int32
[INFO] rpn_bbox          shape: (4, 256, 4)           min:   -2.22656  max:    1.79688  float64
[INFO] Image ID: 410 	Dataset Reference: mask-detection::410
In [ ]:
b = 0

# Restore original image (reverse normalization)
sample_image = modellib.unmold_image(normalized_images[b], config)

# Compute anchor shifts.
indices = np.where(rpn_match[b] == 1)[0]
refined_anchors = utils.apply_box_deltas(anchors[indices], rpn_bbox[b, :len(indices)] * config.RPN_BBOX_STD_DEV)
log("anchors", anchors)
log("refined_anchors", refined_anchors)

# Get list of positive anchors
positive_anchor_ids = np.where(rpn_match[b] == 1)[0]
print("Positive anchors: {}".format(len(positive_anchor_ids)))
negative_anchor_ids = np.where(rpn_match[b] == -1)[0]
print("Negative anchors: {}".format(len(negative_anchor_ids)))
neutral_anchor_ids = np.where(rpn_match[b] == 0)[0]
print("Neutral anchors: {}".format(len(neutral_anchor_ids)))

# ROI breakdown by class
for c, n in zip(dataset.class_names, np.bincount(mrcnn_class_ids[b].flatten())):
    if n:
        print("{:23}: {}".format(c[:20], n))

# Show positive anchors
visualize.draw_boxes(sample_image, boxes=anchors[positive_anchor_ids], 
                     refined_boxes=refined_anchors)
anchors                  shape: (16368, 4)            min: -362.03867  max:  554.03867  float64
refined_anchors          shape: (5, 4)                min:   45.99999  max:  184.00002  float32
Positive anchors: 5
Negative anchors: 251
Neutral anchors: 16112
BG                     : 148
mask                   : 52
In [ ]:
# Show negative anchors
visualize.draw_boxes(sample_image, boxes=anchors[negative_anchor_ids])
In [ ]:
# Show neutral anchors. They don't contribute to training.
visualize.draw_boxes(sample_image, boxes=anchors[np.random.choice(neutral_anchor_ids, 100)])

ROIs

In [ ]:
if random_rois:
    # Class aware bboxes
    bbox_specific = mrcnn_bbox[b, np.arange(mrcnn_bbox.shape[1]), mrcnn_class_ids[b], :]

    # Refined ROIs
    refined_rois = utils.apply_box_deltas(rois[b].astype(np.float32), bbox_specific[:,:4] * config.BBOX_STD_DEV)

    # Class aware masks
    mask_specific = mrcnn_mask[b, np.arange(mrcnn_mask.shape[1]), :, :, mrcnn_class_ids[b]]

    visualize.draw_rois(sample_image, rois[b], refined_rois, mask_specific, mrcnn_class_ids[b], dataset.class_names)
    
    # Any repeated ROIs?
    rows = np.ascontiguousarray(rois[b]).view(np.dtype((np.void, rois.dtype.itemsize * rois.shape[-1])))
    _, idx = np.unique(rows, return_index=True)
    print("Unique ROIs: {} out of {}".format(len(idx), rois.shape[1]))
Positive ROIs:  52
Negative ROIs:  148
Positive Ratio: 0.26
Unique ROIs: 200 out of 200
In [ ]:
if random_rois:
    # Dispalay ROIs and corresponding masks and bounding boxes
    ids = random.sample(range(rois.shape[1]), 8)

    images = []
    titles = []
    for i in ids:
        image = visualize.draw_box(sample_image.copy(), rois[b,i,:4].astype(np.int32), [255, 0, 0])
        image = visualize.draw_box(image, refined_rois[i].astype(np.int64), [0, 255, 0])
        images.append(image)
        titles.append("ROI {}".format(i))
        images.append(mask_specific[i] * 255)
        titles.append(dataset.class_names[mrcnn_class_ids[b,i]][:20])

    display_images(images, titles, cols=4, cmap="Blues", interpolation="none")
In [ ]:
# Check ratio of positive ROIs in a set of images.
if random_rois:
    limit = 10
    temp_g = modellib.data_generator(
        dataset, config, shuffle=True, random_rois=10000, 
        batch_size=1, detection_targets=True)
    total = 0
    for i in range(limit):
        _, [ids, _, _] = next(temp_g)
        positive_rois = np.sum(ids[0] > 0)
        total += positive_rois
        print("{:5} {:5.2f}".format(positive_rois, positive_rois/ids.shape[1]))
    print("Average percent: {:.2f}".format(total/(limit*ids.shape[1])))
   66  0.33
   66  0.33
   66  0.33
   66  0.33
   66  0.33
   66  0.33
   66  0.33
   66  0.33
   66  0.33
   66  0.33
Average percent: 0.33

Training

In [ ]:
dataset_train = MaskDataset()
dataset_train.load_dataset(DATASET_DIR,"train")
dataset_train.prepare()
Annotation Path  /content/train.json
Image Dir  /content/train_images
loading annotations into memory...
Done (t=0.01s)
creating index...
index created!
In [ ]:
dataset_val = MaskDataset()
val_coco = dataset_val.load_dataset(DATASET_DIR,"val")
dataset_val.prepare()
Annotation Path  /content/val.json
Image Dir  /content/val_images
loading annotations into memory...
Done (t=0.00s)
creating index...
index created!
In [ ]:
print("Loading Mask R-CNN model...")
model = modellib.MaskRCNN(mode="training", config=config, model_dir='./')
Loading Mask R-CNN model...
In [ ]:
#load the weights for COCO
model.load_weights('mask_rcnn_coco.h5', 
                   by_name=True, 
                   exclude=["mrcnn_class_logits", "mrcnn_bbox_fc",  "mrcnn_bbox", "mrcnn_mask"])
In [ ]:
print("Training network")
model.train(dataset_train, dataset_val,
            learning_rate=config.LEARNING_RATE,
            epochs=13,
            layers='heads')
Training network

Starting at epoch 0. LR=0.001

Checkpoint Path: ./mask-detection20200602T0923/mask_rcnn_mask-detection_{epoch:04d}.h5
Selecting layers to train
fpn_c5p5               (Conv2D)
fpn_c4p4               (Conv2D)
fpn_c3p3               (Conv2D)
fpn_c2p2               (Conv2D)
fpn_p5                 (Conv2D)
fpn_p2                 (Conv2D)
fpn_p3                 (Conv2D)
fpn_p4                 (Conv2D)
In model:  rpn_model
    rpn_conv_shared        (Conv2D)
    rpn_class_raw          (Conv2D)
    rpn_bbox_pred          (Conv2D)
mrcnn_mask_conv1       (TimeDistributed)
mrcnn_mask_bn1         (TimeDistributed)
mrcnn_mask_conv2       (TimeDistributed)
mrcnn_mask_bn2         (TimeDistributed)
mrcnn_class_conv1      (TimeDistributed)
mrcnn_class_bn1        (TimeDistributed)
mrcnn_mask_conv3       (TimeDistributed)
mrcnn_mask_bn3         (TimeDistributed)
mrcnn_class_conv2      (TimeDistributed)
mrcnn_class_bn2        (TimeDistributed)
mrcnn_mask_conv4       (TimeDistributed)
mrcnn_mask_bn4         (TimeDistributed)
mrcnn_bbox_fc          (TimeDistributed)
mrcnn_mask_deconv      (TimeDistributed)
mrcnn_class_logits     (TimeDistributed)
mrcnn_mask             (TimeDistributed)
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/optimizers.py:793: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.

/tensorflow-1.15.2/python3.6/tensorflow_core/python/framework/indexed_slices.py:424: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
  "Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
/tensorflow-1.15.2/python3.6/tensorflow_core/python/framework/indexed_slices.py:424: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
  "Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
/tensorflow-1.15.2/python3.6/tensorflow_core/python/framework/indexed_slices.py:424: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
  "Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:1033: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead.

WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:1020: The name tf.assign is deprecated. Please use tf.compat.v1.assign instead.

/usr/local/lib/python3.6/dist-packages/keras/engine/training_generator.py:49: UserWarning: Using a generator with `use_multiprocessing=True` and multiple workers may duplicate your data. Please consider using the `keras.utils.Sequence class.
  UserWarning('Using a generator with `use_multiprocessing=True`'
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/callbacks.py:1122: The name tf.summary.merge_all is deprecated. Please use tf.compat.v1.summary.merge_all instead.

WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/callbacks.py:1125: The name tf.summary.FileWriter is deprecated. Please use tf.compat.v1.summary.FileWriter instead.

Epoch 1/13
150/150 [==============================] - 117s 782ms/step - loss: 1.6932 - rpn_class_loss: 0.0853 - rpn_bbox_loss: 0.6599 - mrcnn_class_loss: 0.1438 - mrcnn_bbox_loss: 0.4592 - mrcnn_mask_loss: 0.3449 - val_loss: 1.3858 - val_rpn_class_loss: 0.0800 - val_rpn_bbox_loss: 0.5618 - val_mrcnn_class_loss: 0.0964 - val_mrcnn_bbox_loss: 0.3261 - val_mrcnn_mask_loss: 0.3215
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/callbacks.py:1265: The name tf.Summary is deprecated. Please use tf.compat.v1.Summary instead.

Epoch 2/13
150/150 [==============================] - 86s 576ms/step - loss: 1.1536 - rpn_class_loss: 0.0491 - rpn_bbox_loss: 0.4359 - mrcnn_class_loss: 0.1037 - mrcnn_bbox_loss: 0.2746 - mrcnn_mask_loss: 0.2904 - val_loss: 1.1483 - val_rpn_class_loss: 0.0382 - val_rpn_bbox_loss: 0.4040 - val_mrcnn_class_loss: 0.0945 - val_mrcnn_bbox_loss: 0.3111 - val_mrcnn_mask_loss: 0.3005
Epoch 3/13
150/150 [==============================] - 88s 584ms/step - loss: 1.0625 - rpn_class_loss: 0.0435 - rpn_bbox_loss: 0.3813 - mrcnn_class_loss: 0.0855 - mrcnn_bbox_loss: 0.2592 - mrcnn_mask_loss: 0.2930 - val_loss: 1.1236 - val_rpn_class_loss: 0.0389 - val_rpn_bbox_loss: 0.3969 - val_mrcnn_class_loss: 0.0783 - val_mrcnn_bbox_loss: 0.2994 - val_mrcnn_mask_loss: 0.3102
Epoch 4/13
150/150 [==============================] - 89s 590ms/step - loss: 1.0108 - rpn_class_loss: 0.0365 - rpn_bbox_loss: 0.3666 - mrcnn_class_loss: 0.0826 - mrcnn_bbox_loss: 0.2403 - mrcnn_mask_loss: 0.2848 - val_loss: 1.0647 - val_rpn_class_loss: 0.0402 - val_rpn_bbox_loss: 0.3695 - val_mrcnn_class_loss: 0.0787 - val_mrcnn_bbox_loss: 0.2943 - val_mrcnn_mask_loss: 0.2821
Epoch 5/13
150/150 [==============================] - 88s 586ms/step - loss: 0.9278 - rpn_class_loss: 0.0505 - rpn_bbox_loss: 0.3279 - mrcnn_class_loss: 0.0783 - mrcnn_bbox_loss: 0.2028 - mrcnn_mask_loss: 0.2682 - val_loss: 1.0090 - val_rpn_class_loss: 0.0247 - val_rpn_bbox_loss: 0.3751 - val_mrcnn_class_loss: 0.0691 - val_mrcnn_bbox_loss: 0.2695 - val_mrcnn_mask_loss: 0.2705
Epoch 6/13
150/150 [==============================] - 88s 586ms/step - loss: 0.9213 - rpn_class_loss: 0.0465 - rpn_bbox_loss: 0.3282 - mrcnn_class_loss: 0.0668 - mrcnn_bbox_loss: 0.2049 - mrcnn_mask_loss: 0.2749 - val_loss: 1.0522 - val_rpn_class_loss: 0.0316 - val_rpn_bbox_loss: 0.3856 - val_mrcnn_class_loss: 0.0941 - val_mrcnn_bbox_loss: 0.2542 - val_mrcnn_mask_loss: 0.2867
Epoch 7/13
150/150 [==============================] - 88s 584ms/step - loss: 0.8284 - rpn_class_loss: 0.0310 - rpn_bbox_loss: 0.2814 - mrcnn_class_loss: 0.0667 - mrcnn_bbox_loss: 0.1892 - mrcnn_mask_loss: 0.2600 - val_loss: 1.0261 - val_rpn_class_loss: 0.0282 - val_rpn_bbox_loss: 0.3906 - val_mrcnn_class_loss: 0.0685 - val_mrcnn_bbox_loss: 0.2399 - val_mrcnn_mask_loss: 0.2989
Epoch 8/13
150/150 [==============================] - 88s 587ms/step - loss: 0.9684 - rpn_class_loss: 0.0373 - rpn_bbox_loss: 0.3584 - mrcnn_class_loss: 0.0750 - mrcnn_bbox_loss: 0.2076 - mrcnn_mask_loss: 0.2902 - val_loss: 1.2109 - val_rpn_class_loss: 0.0478 - val_rpn_bbox_loss: 0.5202 - val_mrcnn_class_loss: 0.0786 - val_mrcnn_bbox_loss: 0.2747 - val_mrcnn_mask_loss: 0.2897
Epoch 9/13
150/150 [==============================] - 88s 586ms/step - loss: 0.8548 - rpn_class_loss: 0.0315 - rpn_bbox_loss: 0.3162 - mrcnn_class_loss: 0.0654 - mrcnn_bbox_loss: 0.1856 - mrcnn_mask_loss: 0.2561 - val_loss: 0.8919 - val_rpn_class_loss: 0.0260 - val_rpn_bbox_loss: 0.2748 - val_mrcnn_class_loss: 0.0722 - val_mrcnn_bbox_loss: 0.2419 - val_mrcnn_mask_loss: 0.2770
Epoch 10/13
150/150 [==============================] - 88s 585ms/step - loss: 0.8811 - rpn_class_loss: 0.0450 - rpn_bbox_loss: 0.3145 - mrcnn_class_loss: 0.0729 - mrcnn_bbox_loss: 0.1807 - mrcnn_mask_loss: 0.2681 - val_loss: 0.9457 - val_rpn_class_loss: 0.0321 - val_rpn_bbox_loss: 0.3281 - val_mrcnn_class_loss: 0.0754 - val_mrcnn_bbox_loss: 0.2313 - val_mrcnn_mask_loss: 0.2787
Epoch 11/13
150/150 [==============================] - 88s 587ms/step - loss: 0.6645 - rpn_class_loss: 0.0214 - rpn_bbox_loss: 0.2220 - mrcnn_class_loss: 0.0439 - mrcnn_bbox_loss: 0.1358 - mrcnn_mask_loss: 0.2415 - val_loss: 1.0304 - val_rpn_class_loss: 0.0251 - val_rpn_bbox_loss: 0.4315 - val_mrcnn_class_loss: 0.0526 - val_mrcnn_bbox_loss: 0.2292 - val_mrcnn_mask_loss: 0.2919
Epoch 12/13
150/150 [==============================] - 88s 584ms/step - loss: 0.8032 - rpn_class_loss: 0.0348 - rpn_bbox_loss: 0.2734 - mrcnn_class_loss: 0.0667 - mrcnn_bbox_loss: 0.1688 - mrcnn_mask_loss: 0.2595 - val_loss: 1.1320 - val_rpn_class_loss: 0.0351 - val_rpn_bbox_loss: 0.4876 - val_mrcnn_class_loss: 0.0689 - val_mrcnn_bbox_loss: 0.2428 - val_mrcnn_mask_loss: 0.2976
Epoch 13/13
150/150 [==============================] - 88s 586ms/step - loss: 0.8087 - rpn_class_loss: 0.0319 - rpn_bbox_loss: 0.2801 - mrcnn_class_loss: 0.0668 - mrcnn_bbox_loss: 0.1698 - mrcnn_mask_loss: 0.2601 - val_loss: 0.8210 - val_rpn_class_loss: 0.0197 - val_rpn_bbox_loss: 0.2863 - val_mrcnn_class_loss: 0.0561 - val_mrcnn_bbox_loss: 0.2091 - val_mrcnn_mask_loss: 0.2498
In [ ]:
model_path = model.find_last()
model_path
Out[ ]:
'./mask-detection20200602T0923/mask_rcnn_mask-detection_0013.h5'

Inference

In [ ]:
class InferenceConfig(MaskConfig):
    GPU_COUNT = 1
    IMAGES_PER_GPU = 1
    NUM_CLASSES = 3  # 1 Background + 61 classes
    IMAGE_MAX_DIM=256
    IMAGE_MIN_DIM=256
    NAME = "mask-detection"
    DETECTION_MIN_CONFIDENCE=0.8
    
inference_config = InferenceConfig()
inference_config.display()
Configurations:
BACKBONE                       resnet50
BACKBONE_STRIDES               [4, 8, 16, 32, 64]
BATCH_SIZE                     1
BBOX_STD_DEV                   [0.1 0.1 0.2 0.2]
COMPUTE_BACKBONE_SHAPE         None
DETECTION_MAX_INSTANCES        100
DETECTION_MIN_CONFIDENCE       0.8
DETECTION_NMS_THRESHOLD        0.3
FPN_CLASSIF_FC_LAYERS_SIZE     1024
GPU_COUNT                      1
GRADIENT_CLIP_NORM             5.0
IMAGES_PER_GPU                 1
IMAGE_CHANNEL_COUNT            3
IMAGE_MAX_DIM                  256
IMAGE_META_SIZE                15
IMAGE_MIN_DIM                  256
IMAGE_MIN_SCALE                0
IMAGE_RESIZE_MODE              square
IMAGE_SHAPE                    [256 256   3]
LEARNING_MOMENTUM              0.9
LEARNING_RATE                  0.001
LOSS_WEIGHTS                   {'rpn_class_loss': 1.0, 'rpn_bbox_loss': 1.0, 'mrcnn_class_loss': 1.0, 'mrcnn_bbox_loss': 1.0, 'mrcnn_mask_loss': 1.0}
MASK_POOL_SIZE                 14
MASK_SHAPE                     [28, 28]
MAX_GT_INSTANCES               35
MEAN_PIXEL                     [123.7 116.8 103.9]
MINI_MASK_SHAPE                (128, 128)
NAME                           mask-detection
NUM_CLASSES                    3
POOL_SIZE                      7
POST_NMS_ROIS_INFERENCE        1000
POST_NMS_ROIS_TRAINING         2000
PRE_NMS_LIMIT                  6000
ROI_POSITIVE_RATIO             0.33
RPN_ANCHOR_RATIOS              [0.5, 1, 2]
RPN_ANCHOR_SCALES              (32, 64, 128, 256, 512)
RPN_ANCHOR_STRIDE              1
RPN_BBOX_STD_DEV               [0.1 0.1 0.2 0.2]
RPN_NMS_THRESHOLD              0.7
RPN_TRAIN_ANCHORS_PER_IMAGE    256
STEPS_PER_EPOCH                150
TOP_DOWN_PYRAMID_SIZE          256
TRAIN_BN                       False
TRAIN_ROIS_PER_IMAGE           200
USE_MINI_MASK                  True
USE_RPN_ROIS                   True
VALIDATION_STEPS               50
WEIGHT_DECAY                   0.0001


In [ ]:
# Recreate the model in inference mode
model = modellib.MaskRCNN(mode='inference', 
                          config=inference_config,
                          model_dir="./")

# Load trained weights (fill in path to trained weights here)
assert model_path != "", "Provide path to trained weights"
print("Loading weights from ", model_path)
model.load_weights(model_path, by_name=True)
Loading weights from  ./mask-detection20200602T0923/mask_rcnn_mask-detection_0013.h5
Re-starting from epoch 13
In [ ]:
# Show few example of ground truth vs. predictions on the validation dataset 
dataset = dataset_val
fig = plt.figure(figsize=(15, 30))

for i in range(4):

    image_id = random.choice(dataset.image_ids)
    
    original_image, image_meta, gt_class_id, gt_bbox, gt_mask =\
        modellib.load_image_gt(dataset_val, inference_config, 
                               image_id, use_mini_mask=False)
    
    print(original_image.shape)
    plt.subplot(6, 2, 2*i + 1)
    visualize.display_instances(original_image, gt_bbox, gt_mask, gt_class_id, 
                                dataset.class_names, ax=fig.axes[-1])
    
    plt.subplot(6, 2, 2*i + 2)
    results = model.detect([original_image]) #, verbose=1)
    r = results[0]
    visualize.display_instances(original_image, r['rois'], r['masks'], r['class_ids'], 
                                dataset.class_names, r['scores'], ax=fig.axes[-1])
(256, 256, 3)
(256, 256, 3)
(256, 256, 3)
(256, 256, 3)
In [ ]:
import json
with open(DATASET_DIR+'/val.json') as json_file:
    data = json.load(json_file)
In [ ]:
d = {}
for x in data["categories"]:
    d[x["name"]]=x["id"]
In [ ]:
d
Out[ ]:
{'mask': 1, 'no_mask': 2}
In [ ]:
id_category = [0]
for x in dataset.class_names[1:]:
    id_category.append(d[x])
id_category
Out[ ]:
[0, 1, 2]
In [ ]:
val_images_map_id={}
for x in data["images"]:
  val_images_map_id[x["file_name"]]=x["id"]
In [ ]:
from tqdm.notebook import tqdm
import skimage
import glob
In [ ]:
files = os.listdir(DATASET_DIR+'val_images')
_final_object = []
for f in tqdm(files,total=len(files)):
  try:
    images = [skimage.io.imread(DATASET_DIR+'val_images/'+f) ]
    #if(len(images)!= inference_config.IMAGES_PER_GPU):
    #    images = images + [images[-1]]*(inference_config.BATCH_SIZE - len(images))
    predictions = model.detect(images, verbose=0)
    #print(file)
    for _idx, r in enumerate(predictions):
          
              image_id = f.split(".")[0]
              for _idx, class_id in enumerate(r["class_ids"]):
                  if class_id > 0:
                      mask = r["masks"].astype(np.uint8)[:, :, _idx]
                      bbox = np.around(r["rois"][_idx], 1)
                      bbox = [float(x) for x in bbox]
                      _result = {}
                      _result["image_id"] = val_images_map_id[f]
                      _result["category_id"] = id_category[class_id]
                      _result["score"] = float(r["scores"][_idx])
                      _mask = maskUtils.encode(np.asfortranarray(mask))
                      _mask["counts"] = _mask["counts"].decode("UTF-8")
                      _result["segmentation"] = _mask
                      _result["bbox"] = [bbox[1], bbox[0], bbox[3] - bbox[1], bbox[2] - bbox[0]]
                      _final_object.append(_result)
      
    
  except:
    print("Error with",f)
    continue

fp = open('/content/output.json', "w")
import json
print("Writing JSON...")
fp.write(json.dumps(_final_object))
fp.close()
Error with 6ced0d530f.jpg

Writing JSON...
In [ ]:
submission_file = json.loads(open("/content/output.json").read())
len(submission_file)
Out[ ]:
219

Evaluation

In [ ]:
import random
import json
import numpy as np
import argparse
import base64
import glob
import os
from PIL import Image
DATASET_DIR = "/content/"
from pycocotools.coco import COCO
GROUND_TRUTH_ANNOTATION_PATH = DATASET_DIR+"val.json"
ground_truth_annotations = COCO(GROUND_TRUTH_ANNOTATION_PATH)
submission_file = json.loads(open("/content/output.json").read())
results = ground_truth_annotations.loadRes(submission_file)
cocoEval = COCOeval(ground_truth_annotations, results, 'bbox')
cocoEval.evaluate()
cocoEval.accumulate()
cocoEval.summarize()
loading annotations into memory...
Done (t=0.01s)
creating index...
index created!
Loading and preparing results...
DONE (t=0.00s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=0.05s).
Accumulating evaluation results...
DONE (t=0.01s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.241
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.503
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.175
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.000
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.168
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.304
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.216
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.302
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.302
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.000
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.202
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.382

Create Final Json for submission

In [ ]:
import json
with open(DATASET_DIR+'/test.json') as json_file:
    data = json.load(json_file)
In [ ]:
test_images_map_id={}
for x in data["images"]:
  test_images_map_id[x["file_name"]]=x["id"]
In [ ]:
files = os.listdir(DATASET_DIR+'test_images')
_final_object = []
for f in tqdm(files,total=len(files)):
  try:
    images = [skimage.io.imread(DATASET_DIR+'test_images/'+f) ]
    #if(len(images)!= inference_config.IMAGES_PER_GPU):
    #    images = images + [images[-1]]*(inference_config.BATCH_SIZE - len(images))
    predictions = model.detect(images, verbose=0)
    #print(file)
    for _idx, r in enumerate(predictions):
          
              image_id = f.split(".")[0]
              for _idx, class_id in enumerate(r["class_ids"]):
                  if class_id > 0:
                      mask = r["masks"].astype(np.uint8)[:, :, _idx]
                      bbox = np.around(r["rois"][_idx], 1)
                      bbox = [float(x) for x in bbox]
                      _result = {}
                      _result["image_id"] = test_images_map_id[f]
                      _result["category_id"] = id_category[class_id]
                      _result["score"] = float(r["scores"][_idx])
                      _mask = maskUtils.encode(np.asfortranarray(mask))
                      _mask["counts"] = _mask["counts"].decode("UTF-8")
                      _result["segmentation"] = _mask
                      _result["bbox"] = [bbox[1], bbox[0], bbox[3] - bbox[1], bbox[2] - bbox[0]]
                      _final_object.append(_result)
      
    
  except:
    print("Error with",f)
    continue

fp = open('/content/submission.json', "w")
import json
print("Writing JSON...")
fp.write(json.dumps(_final_object))
fp.close()
Error with 0d042de57b.jpg
Error with c570e61e83.jpg
Error with 2642f3e11c.jpg
Error with 380b56bd24.jpg
Error with 76c7407e2f.jpg
Error with c9fef1a742.jpg

Writing JSON...
In [ ]:
from google.colab import files
files.download('submission.json')

Real life Application!

In [ ]:
!wget -q https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/mask_video.mp4
In [ ]:
model_path = "/content/mask-detection20200602T0923/mask_rcnn_mask-detection_0013.h5"
In [ ]:
class InferenceConfig(MaskConfig):
    GPU_COUNT = 1
    IMAGES_PER_GPU = 1
    NUM_CLASSES = 3  # 1 Background + 61 classes
    IMAGE_MAX_DIM=256
    IMAGE_MIN_DIM=256
    NAME = "mask-detection"
    DETECTION_MIN_CONFIDENCE=0.75

inference_config = InferenceConfig()
inference_config.display()
Configurations:
BACKBONE                       resnet50
BACKBONE_STRIDES               [4, 8, 16, 32, 64]
BATCH_SIZE                     1
BBOX_STD_DEV                   [0.1 0.1 0.2 0.2]
COMPUTE_BACKBONE_SHAPE         None
DETECTION_MAX_INSTANCES        100
DETECTION_MIN_CONFIDENCE       0.75
DETECTION_NMS_THRESHOLD        0.3
FPN_CLASSIF_FC_LAYERS_SIZE     1024
GPU_COUNT                      1
GRADIENT_CLIP_NORM             5.0
IMAGES_PER_GPU                 1
IMAGE_CHANNEL_COUNT            3
IMAGE_MAX_DIM                  256
IMAGE_META_SIZE                15
IMAGE_MIN_DIM                  256
IMAGE_MIN_SCALE                0
IMAGE_RESIZE_MODE              square
IMAGE_SHAPE                    [256 256   3]
LEARNING_MOMENTUM              0.9
LEARNING_RATE                  0.001
LOSS_WEIGHTS                   {'rpn_class_loss': 1.0, 'rpn_bbox_loss': 1.0, 'mrcnn_class_loss': 1.0, 'mrcnn_bbox_loss': 1.0, 'mrcnn_mask_loss': 1.0}
MASK_POOL_SIZE                 14
MASK_SHAPE                     [28, 28]
MAX_GT_INSTANCES               35
MEAN_PIXEL                     [123.7 116.8 103.9]
MINI_MASK_SHAPE                (128, 128)
NAME                           mask-detection
NUM_CLASSES                    3
POOL_SIZE                      7
POST_NMS_ROIS_INFERENCE        1000
POST_NMS_ROIS_TRAINING         2000
PRE_NMS_LIMIT                  6000
ROI_POSITIVE_RATIO             0.33
RPN_ANCHOR_RATIOS              [0.5, 1, 2]
RPN_ANCHOR_SCALES              (32, 64, 128, 256, 512)
RPN_ANCHOR_STRIDE              1
RPN_BBOX_STD_DEV               [0.1 0.1 0.2 0.2]
RPN_NMS_THRESHOLD              0.7
RPN_TRAIN_ANCHORS_PER_IMAGE    256
STEPS_PER_EPOCH                150
TOP_DOWN_PYRAMID_SIZE          256
TRAIN_BN                       False
TRAIN_ROIS_PER_IMAGE           200
USE_MINI_MASK                  True
USE_RPN_ROIS                   True
VALIDATION_STEPS               50
WEIGHT_DECAY                   0.0001


In [ ]:
# Recreate the model in inference mode
model = modellib.MaskRCNN(mode='inference', 
                          config=inference_config,
                          model_dir='./')

# Load trained weights (fill in path to trained weights here)
assert model_path != "", "Provide path to trained weights"
print("Loading weights from ", model_path)
model.load_weights(model_path, by_name=True)
Loading weights from  /content/mask-detection20200602T0923/mask_rcnn_mask-detection_0013.h5
Re-starting from epoch 13
In [ ]:
import cv2
VIDEO_STREAM = "mask_video.mp4"
VIDEO_STREAM_OUT = "result.mp4"
vs = cv2.VideoCapture(VIDEO_STREAM)
writer = None
In [ ]:
def display_instances(image, boxes, masks, ids, names, scores):
    """
        take the image and results and apply the mask, box, and Label
    """
    n_instances = boxes.shape[0]
    colors = visualize.random_colors(n_instances)
    if not n_instances:
        print('NO INSTANCES TO DISPLAY')
    else:
        assert boxes.shape[0] == masks.shape[-1] == ids.shape[0]
    for i, color in enumerate(colors):
        if not np.any(boxes[i]):
            continue
        y1, x1, y2, x2 = boxes[i]
        label = names[ids[i]]
        score = scores[i] if scores is not None else None
        caption = '{} {:.2f}'.format(label, score) if score else label
        mask = masks[:, :, i]
        #image = visualize.apply_mask(image, mask, color)
        if label=="mask":
          image = cv2.rectangle(image, (x1, y1), (x2, y2),(0, 255, 0), 2)
        else:
          image = cv2.rectangle(image, (x1, y1), (x2, y2),(0, 0, 255), 2)

        image = cv2.putText(
            image, caption, (x1, y1), cv2.FONT_HERSHEY_COMPLEX, 0.7, color, 2
        )

    return image
In [ ]:
length = int(vs.get(cv2.CAP_PROP_FRAME_COUNT))
print( length )
1033
In [ ]:
i = 0
while i < 1033:
  # read the next frame from the file
  (grabbed, frame) = vs.read()
  i += 1
  # If the frame was not grabbed, then we have reached the end
  # of the stream
  if not grabbed:
    print ("Not grabbed.")
    break;
  # Run detection
  results = model.detect([frame], verbose=1)
  # Visualize results
  r = results[0]
  masked_frame = display_instances(frame, r['rois'], r['masks'], r['class_ids'],
                            dataset.class_names, r['scores'])
  # Check if the video writer is None
  if writer is None:
    # Initialize our video writer
    fourcc = cv2.VideoWriter_fourcc(*"XVID")
    writer = cv2.VideoWriter(VIDEO_STREAM_OUT, fourcc, 30,
      (masked_frame.shape[1], masked_frame.shape[0]), True)
  # Write the output frame to disk
  writer.write(masked_frame)
# Release the file pointers
print("[INFO] cleaning up...")
writer.release()
Streaming output truncated to the last 5000 lines.
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  148.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  148.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  148.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  148.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  148.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  148.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    1.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    1.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    1.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    2.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    1.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    1.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    1.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    2.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    1.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  150.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  151.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  149.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  145.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  146.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
Processing 1 images
image                    shape: (360, 640, 3)         min:    0.00000  max:  255.00000  uint8
molded_images            shape: (1, 256, 256, 3)      min: -123.70000  max:  147.10000  float64
image_metas              shape: (1, 15)               min:    0.00000  max:  640.00000  float64
anchors                  shape: (1, 16368, 4)         min:   -1.41976  max:    2.16878  float32
NO INSTANCES TO DISPLAY
[INFO] cleaning up...

Download result.mp4 and have a look at how your model did!

In [ ]:
from google.colab import files
files.download('result.mp4')

Authors

👾 Shraddhaa Mohan

🚀 Rohit Midha

About the MASKD category

About 1 month ago

MASKD Baseline

About 1 month ago

italicised text# Getting Started Code for MASKD Challenge

Authors :

👾Shraddhaa Mohan

🚀Rohit Midha

Downloads and Installations

In [ ]:
# download the MaskRCNN repository
!git clone https://github.com/matterport/Mask_RCNN.git
!cd Mask_RCNN
# install
!python setup.py install
!wget https://github.com/matterport/Mask_RCNN/releases/download/v2.0/mask_rcnn_coco.h5
!cd
# install pycocotools
!pip uninstall pycocotools -y
!pip install -q git+https://github.com/waleedka/coco.git#subdirectory=PythonAPI
# install a stable version of numpy
!pip install numpy==1.17.0
Cloning into 'Mask_RCNN'...
remote: Enumerating objects: 956, done.
remote: Total 956 (delta 0), reused 0 (delta 0), pack-reused 956
Receiving objects: 100% (956/956), 116.75 MiB | 28.36 MiB/s, done.
Resolving deltas: 100% (567/567), done.
python3: can't open file 'setup.py': [Errno 2] No such file or directory
--2020-05-25 12:02:48--  https://github.com/matterport/Mask_RCNN/releases/download/v2.0/mask_rcnn_coco.h5
Resolving github.com (github.com)... 140.82.118.4
Connecting to github.com (github.com)|140.82.118.4|:443... connected.
HTTP request sent, awaiting response... 302 Found
Location: https://github-production-release-asset-2e65be.s3.amazonaws.com/107595270/872d3234-d21f-11e7-9a51-7b4bc8075835?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200525%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200525T120248Z&X-Amz-Expires=300&X-Amz-Signature=35f00d0c4039b76ad9f9e65d435ce28e75090004b50f2e753c22b073f55218a9&X-Amz-SignedHeaders=host&actor_id=0&repo_id=107595270&response-content-disposition=attachment%3B%20filename%3Dmask_rcnn_coco.h5&response-content-type=application%2Foctet-stream [following]
--2020-05-25 12:02:48--  https://github-production-release-asset-2e65be.s3.amazonaws.com/107595270/872d3234-d21f-11e7-9a51-7b4bc8075835?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200525%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200525T120248Z&X-Amz-Expires=300&X-Amz-Signature=35f00d0c4039b76ad9f9e65d435ce28e75090004b50f2e753c22b073f55218a9&X-Amz-SignedHeaders=host&actor_id=0&repo_id=107595270&response-content-disposition=attachment%3B%20filename%3Dmask_rcnn_coco.h5&response-content-type=application%2Foctet-stream
Resolving github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)... 52.216.240.52
Connecting to github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)|52.216.240.52|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 257557808 (246M) [application/octet-stream]
Saving to: ‘mask_rcnn_coco.h5’

mask_rcnn_coco.h5   100%[===================>] 245.63M  36.0MB/s    in 7.5s    

2020-05-25 12:02:56 (32.9 MB/s) - ‘mask_rcnn_coco.h5’ saved [257557808/257557808]

Uninstalling pycocotools-2.0.0:
  Successfully uninstalled pycocotools-2.0.0
  Building wheel for pycocotools (setup.py) ... done
Collecting numpy==1.17.0
  Downloading https://files.pythonhosted.org/packages/19/b9/bda9781f0a74b90ebd2e046fde1196182900bd4a8e1ea503d3ffebc50e7c/numpy-1.17.0-cp36-cp36m-manylinux1_x86_64.whl (20.4MB)
     |████████████████████████████████| 20.4MB 164kB/s 
ERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.
ERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.
Installing collected packages: numpy
  Found existing installation: numpy 1.18.4
    Uninstalling numpy-1.18.4:
      Successfully uninstalled numpy-1.18.4
Successfully installed numpy-1.17.0

Restart Runtime here!

In [ ]:
# install a stable keras version
!pip install -q keras==2.2.5
     |████████████████████████████████| 337kB 6.6MB/s 
In [ ]:
# get the dataset into the working directory
!wget https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/train_images.zip
!unzip -q train_images.zip
--2020-05-25 13:26:53--  https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/train_images.zip
Resolving s3.eu-central-1.wasabisys.com (s3.eu-central-1.wasabisys.com)... 130.117.252.16, 130.117.252.13, 130.117.252.12, ...
Connecting to s3.eu-central-1.wasabisys.com (s3.eu-central-1.wasabisys.com)|130.117.252.16|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 98410820 (94M) [application/zip]
Saving to: ‘train_images.zip’

train_images.zip    100%[===================>]  93.85M   118MB/s    in 0.8s    

2020-05-25 13:26:54 (118 MB/s) - ‘train_images.zip’ saved [98410820/98410820]

In [ ]:
# get the dataset into the working directory
!wget https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/test_images.zip
!unzip -q test_images.zip
--2020-05-25 13:27:11--  https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/test_images.zip
Resolving s3.eu-central-1.wasabisys.com (s3.eu-central-1.wasabisys.com)... 130.117.252.16, 130.117.252.12, 130.117.252.13, ...
Connecting to s3.eu-central-1.wasabisys.com (s3.eu-central-1.wasabisys.com)|130.117.252.16|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 225409227 (215M) [application/zip]
Saving to: ‘test_images.zip’

test_images.zip     100%[===================>] 214.97M  76.3MB/s    in 2.8s    

2020-05-25 13:27:14 (76.3 MB/s) - ‘test_images.zip’ saved [225409227/225409227]

In [ ]:
!wget https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/train.json
--2020-05-25 13:27:42--  https://s3.eu-central-1.wasabisys.com/aicrowd-practice-challenges/public/maskd/v0.1/train.json
Resolving s3.eu-central-1.wasabisys.com (s3.eu-central-1.wasabisys.com)... 130.117.252.12, 130.117.252.13, 130.117.252.11, ...
Connecting to s3.eu-central-1.wasabisys.com (s3.eu-central-1.wasabisys.com)|130.117.252.12|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 748971 (731K) [application/json]
Saving to: ‘train.json’

train.json          100%[===================>] 731.42K  --.-KB/s    in 0.05s   

2020-05-25 13:27:42 (13.7 MB/s) - ‘train.json’ saved [748971/748971]

In [ ]:
import json
train_json = json.loads(open("train.json").read())
len(train_json["images"])
Out[ ]:
799

Create Train Val Split

In [ ]:
import numpy as np
import pandas as pd

def train_validate_split(df, train_percent=.85, validate_percent=.15, seed=42):
    np.random.seed(seed)
    perm = np.random.permutation(df.index)
    m = len(df.index)
    train_end = int(train_percent * m)
    train = df.iloc[perm[:train_end]]
    validate = df.iloc[perm[train_end:]]
    return train, validate
In [ ]:
df = pd.DataFrame(train_json["images"])
train,val = train_validate_split(df)
In [ ]:
train_ids = train["id"].tolist()
val_ids = val["id"].tolist()
In [ ]:
train_anns = []
val_anns = []
for x in train_json["annotations"]:
  if x["image_id"] in train_ids:
    train_anns.append(x)
  else:
    val_anns.append(x)
In [ ]:
#examine distribution
ex = pd.DataFrame(train_anns)
ex.category_id.value_counts()
Out[ ]:
1    1026
2     469
Name: category_id, dtype: int64
In [ ]:
ex = pd.DataFrame(val_anns)
ex.category_id.value_counts()
Out[ ]:
1    172
2     69
Name: category_id, dtype: int64
In [ ]:
coco_format = {}
coco_format["info"] = {}
coco_format["images"] = train.to_dict(orient="records")
coco_format["categories"] = train_json["categories"]
coco_format["annotations"] = train_anns
In [ ]:
import json
with open('train.json', 'w') as fp:
   json.dump(coco_format, fp,indent=2)
In [ ]:
coco_format = {}
coco_format["info"] = {}
coco_format["images"] = val.to_dict(orient="records")
coco_format["categories"] = train_json["categories"]
coco_format["annotations"] = val_anns
In [ ]:
import json
with open('val.json', 'w') as fp:
   json.dump(coco_format, fp,indent=2)

Imports

In [ ]:
%tensorflow_version 1.x
In [ ]:
import os
import sys
import itertools
import math
import logging
import json
import re
import random
import matplotlib

import numpy as np
import matplotlib.pyplot as plt
import matplotlib.patches as patches
import matplotlib.lines as lines
import imgaug.augmenters as iaa

from matplotlib.patches import Polygon
from collections import OrderedDict
from pycocotools.coco import COCO
from pycocotools.cocoeval import COCOeval
from pycocotools import mask as maskUtils


# Root directory of the project
ROOT_DIR = os.path.abspath("/content/Mask_RCNN")

# Import Mask RCNN
sys.path.append(ROOT_DIR)  # To find local version of the library
from mrcnn import utils
from mrcnn import visualize
from mrcnn.visualize import display_images
import mrcnn.model as modellib
from mrcnn.model import log
from mrcnn.config import Config

%matplotlib inline

Explanatory Data Analysis

Let us Inspect the data we have first before moving on to building the model.

In [ ]:
##Create Mask Dataset Class
class MaskDataset(utils.Dataset):
    def load_dataset(self, dataset_dir,dtype,return_coco=True):
        """ Loads Mask dataset
            Params:
                - dataset_dir : root directory of the dataset (can point to the train/val folder)
                - dtype: specifies train or val
                - load_small : Boolean value which signals if the annotations for all the images need to be loaded into the memory,
                               or if only a small subset of the same should be loaded into memory
        """
        self.dtype = dtype
        if self.dtype=="train":
          annotation_path = os.path.join(dataset_dir, "train.json")
          image_dir = os.path.join(dataset_dir, "final_train")
        elif self.dtype=="val":
          annotation_path = os.path.join(dataset_dir, "val.json")
          image_dir = os.path.join(dataset_dir, "final_train")
        

        print("Annotation Path ", annotation_path)
        print("Image Dir ", image_dir)
        assert os.path.exists(annotation_path) and os.path.exists(image_dir)

        self.coco = COCO(annotation_path)
        self.image_dir = image_dir

        # Load all classes (Only Building in this version)
        classIds = self.coco.getCatIds()

        # Load all images
        image_ids = list(self.coco.imgs.keys())

        # register classes
        for _class_id in classIds:
            self.add_class("mask-detection", _class_id, self.coco.loadCats(_class_id)[0]["name"])

        # Register Images
        for _img_id in image_ids:
            assert(os.path.exists(os.path.join(image_dir, self.coco.imgs[_img_id]['file_name'])))
            self.add_image(
                "mask-detection", image_id=_img_id,
                path=os.path.join(image_dir, self.coco.imgs[_img_id]['file_name']),
                width=self.coco.imgs[_img_id]["width"],
                height=self.coco.imgs[_img_id]["height"],
                annotations=self.coco.loadAnns(self.coco.getAnnIds(
                                            imgIds=[_img_id],
                                            catIds=classIds,
                                            iscrowd=None)))

        if return_coco:
            return self.coco

    def load_mask(self, image_id):
        """ Loads instance mask for a given image
              This function converts mask from the coco format to a
              a bitmap [height, width, instance]
            Params:
                - image_id : reference id for a given image

            Returns:
                masks : A bool array of shape [height, width, instances] with
                    one mask per instance
                class_ids : a 1D array of classIds of the corresponding instance masks
        """

        image_info = self.image_info[image_id]
        assert image_info["source"] == "mask-detection"

        instance_masks = []
        class_ids = []
        annotations = self.image_info[image_id]["annotations"]
        # Build mask of shape [height, width, instance_count] and list
        # of class IDs that correspond to each channel of the mask.
        for annotation in annotations:
            class_id = self.map_source_class_id(
                "mask-detection.{}".format(annotation['category_id']))
            if class_id:
                m = self.annToMask(annotation,  image_info["height"],
                                                image_info["width"])
                # Some objects are so small that they're less than 1 pixel area
                # and end up rounded out. Skip those objects.
                if m.max() < 1:
                    continue

                # Ignore the notion of "is_crowd" as specified in the coco format
                # as we donot have the said annotation in the current version of the dataset

                instance_masks.append(m)
                class_ids.append(class_id)
        # Pack instance masks into an array
        if class_ids:
            mask = np.stack(instance_masks, axis=2)
            class_ids = np.array(class_ids, dtype=np.int32)
            return mask, class_ids
        else:
            # Call super class to return an empty mask
            return super(MaskDataset, self).load_mask(image_id)


    def image_reference(self, image_id):
        """Return a reference for a particular image

            Ideally you this function is supposed to return a URL
            but in this case, we will simply return the image_id
        """
        return "mask-detection::{}".format(image_id)
    # The following two functions are from pycocotools with a few changes.

    def annToRLE(self, ann, height, width):
        """
        Convert annotation which can be polygons, uncompressed RLE to RLE.
        :return: binary mask (numpy 2D array)
        """
        segm = ann['segmentation']
        if isinstance(segm, list):
            # polygon -- a single object might consist of multiple parts
            # we merge all parts into one mask rle code
            rles = maskUtils.frPyObjects(segm, height, width)
            rle = maskUtils.merge(rles)
        elif isinstance(segm['counts'], list):
            # uncompressed RLE
            rle = maskUtils.frPyObjects(segm, height, width)
        else:
            # rle
            rle = ann['segmentation']
        return rle

    def annToMask(self, ann, height, width):
        """
        Convert annotation which can be polygons, uncompressed RLE, or RLE to binary mask.
        :return: binary mask (numpy 2D array)
        """
        rle = self.annToRLE(ann, height, width)
        m = maskUtils.decode(rle)
        return m

The MaskRCNN repository works on configs. For trainin we create a config sa shown below.

In [ ]:
class MaskConfig(Config):
    """Configuration for training on data in MS COCO format.
    Derives from the base Config class and overrides values specific
    to the COCO dataset.
    """
    # Give the configuration a recognizable name
    NAME = "mask-detection"

    # We use a GPU with 12GB memory, which can fit two images.
    # Adjust down if you use a smaller GPU.
    IMAGES_PER_GPU = 2

    # Comment to train on 8 GPUs (default is 1)
    GPU_COUNT = 1

    BACKBONE = 'resnet50'
    
    # Number of classes (including background)
    NUM_CLASSES = 3  # 1 Background + 1 mask class

    STEPS_PER_EPOCH=500
    VALIDATION_STEPS=100
    MAX_GT_INSTANCES=35
    LEARNING_RATE=0.001
    IMAGE_MAX_DIM=256
    IMAGE_MIN_DIM=256
    MINI_MASK_SHAPE=(128,128)
In [ ]:
# Mask Dataset 
config = MaskConfig()
DATASET_DIR = "/content/"
In [ ]:
config.display()
Configurations:
BACKBONE                       resnet50
BACKBONE_STRIDES               [4, 8, 16, 32, 64]
BATCH_SIZE                     2
BBOX_STD_DEV                   [0.1 0.1 0.2 0.2]
COMPUTE_BACKBONE_SHAPE         None
DETECTION_MAX_INSTANCES        100
DETECTION_MIN_CONFIDENCE       0.7
DETECTION_NMS_THRESHOLD        0.3
FPN_CLASSIF_FC_LAYERS_SIZE     1024
GPU_COUNT                      1
GRADIENT_CLIP_NORM             5.0
IMAGES_PER_GPU                 2
IMAGE_CHANNEL_COUNT            3
IMAGE_MAX_DIM                  256
IMAGE_META_SIZE                15
IMAGE_MIN_DIM                  256
IMAGE_MIN_SCALE                0
IMAGE_RESIZE_MODE              square
IMAGE_SHAPE                    [256 256   3]
LEARNING_MOMENTUM              0.9
LEARNING_RATE                  0.001
LOSS_WEIGHTS                   {'rpn_class_loss': 1.0, 'rpn_bbox_loss': 1.0, 'mrcnn_class_loss': 1.0, 'mrcnn_bbox_loss': 1.0, 'mrcnn_mask_loss': 1.0}
MASK_POOL_SIZE                 14
MASK_SHAPE                     [28, 28]
MAX_GT_INSTANCES               35
MEAN_PIXEL                     [123.7 116.8 103.9]
MINI_MASK_SHAPE                (128, 128)
NAME                           mask-detection
NUM_CLASSES                    3
POOL_SIZE                      7
POST_NMS_ROIS_INFERENCE        1000
POST_NMS_ROIS_TRAINING         2000
PRE_NMS_LIMIT                  6000
ROI_POSITIVE_RATIO             0.33
RPN_ANCHOR_RATIOS              [0.5, 1, 2]
RPN_ANCHOR_SCALES              (32, 64, 128, 256, 512)
RPN_ANCHOR_STRIDE              1
RPN_BBOX_STD_DEV               [0.1 0.1 0.2 0.2]
RPN_NMS_THRESHOLD              0.7
RPN_TRAIN_ANCHORS_PER_IMAGE    256
STEPS_PER_EPOCH                500
TOP_DOWN_PYRAMID_SIZE          256
TRAIN_BN                       False
TRAIN_ROIS_PER_IMAGE           200
USE_MINI_MASK                  True
USE_RPN_ROIS                   True
VALIDATION_STEPS               100
WEIGHT_DECAY                   0.0001


In [ ]:
dataset = MaskDataset()
dataset.load_dataset(DATASET_DIR, "train")
# Must call before using the dataset
dataset.prepare()

print("[INFO] Image Count: {}".format(len(dataset.image_ids)))
print("[INFO] Class Count: {}".format(dataset.num_classes))
for i, info in enumerate(dataset.class_info):
    print("{:3}. {:50}".format(i, info['name']))
Annotation Path  /content/train.json
Image Dir  /content/final_train
loading annotations into memory...
Done (t=0.02s)
creating index...
index created!
[INFO] Image Count: 679
[INFO] Class Count: 3
  0. BG                                                
  1. mask                                              
  2. no_mask                                           

Samples

Load and display some sample images and masks.

In [ ]:
image_ids = np.random.choice(dataset.image_ids, 4)
for image_id in image_ids:
    print("[INFO] Image ID: {}".format(image_id))
    image = dataset.load_image(image_id)
    mask, class_ids = dataset.load_mask(image_id)
    visualize.display_top_masks(image, mask, class_ids, dataset.class_names)
[INFO] Image ID: 92
[INFO] Image ID: 671
[INFO] Image ID: 60
[INFO] Image ID: 633

Bounding Boxes

Rather than using bounding box coordinates provided by the source datasets, we compute the bounding boxes from masks instead. This allows us to handle bounding boxes consistently regardless of the source dataset, and it also makes it easier to resize, rotate, or crop images because we simply generate the bounding boxes from the updated masks rather than computing bounding box transformation for each type of image transformation.

In [ ]:
# Load random image and mask.
image_id =  231
image = dataset.load_image(image_id)
mask, class_ids = dataset.load_mask(image_id)
print("[INFO] Image Shape: {} \tClass ID : {}".format(mask.shape, class_ids))
# Compute Bounding box
bbox = utils.extract_bboxes(mask)

# Display image and additional stats
print("[INFO] Image ID: {} \tDataset Reference: {}".format(image_id, dataset.image_reference(image_id)))
log("[INFO] Image", image)
log("[INFO] Mask", mask)
log("[INFO] Class IDs", class_ids)
log("[INFO] BBOX", bbox)

# Display image and instances
visualize.display_instances(image, bbox, mask, class_ids, dataset.class_names)
[INFO] Image Shape: (256, 192, 1) 	Class ID : [1]
[INFO] Image ID: 231 	Dataset Reference: mask-detection::231
[INFO] Image             shape: (256, 192, 3)         min:    0.00000  max:  255.00000  uint8
[INFO] Mask              shape: (256, 192, 1)         min:    0.00000  max:    1.00000  uint8
[INFO] Class IDs         shape: (1,)                  min:    1.00000  max:    1.00000  int32
[INFO] BBOX              shape: (1, 4)                min:   31.00000  max:  178.00000  int32

Resize Images

To support multiple images per batch, images are resized to one size (256x256). However aspect ratio is preserved. If an image is not square, then zero padding is added at the top/bottom or right/left.

In [ ]:
# Load random image and mask.
image_id = np.random.choice(dataset.image_ids, 1)[0]
image = dataset.load_image(image_id)
mask, class_ids = dataset.load_mask(image_id)
original_shape = image.shape

# Resize
image, window, scale, padding, _ = utils.resize_image(
    image, 
    min_dim=config.IMAGE_MIN_DIM, 
    max_dim=config.IMAGE_MAX_DIM,
    mode=config.IMAGE_RESIZE_MODE)
mask = utils.resize_mask(mask, scale, padding)

# Compute Bounding box
bbox = utils.extract_bboxes(mask)

# Display image and additional stats
print("[INFO] Image ID: {} \tDataset Reference: {}".format(image_id, dataset.image_reference(image_id)))
print("[INFO] Original Shape: ", original_shape)
log("[INFO] Image", image)
log("[INFO] Mask", mask)
log("[INFO] Class IDs", class_ids)
log("[INFO] BBOX", bbox)
# Display image and instances</