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Object Detection

Plot BoundingBoxes with Matplotlib and OpenCV

How to plot the Areas Of Interest with matplotlib and opencv

eric_parisot

How to plot the Areas Of Interest with matplotlib and opencv

Login AICROWD

In [ ]:
!pip install aicrowd-cli
%load_ext aicrowd.magic
In [ ]:
%aicrowd login
In [ ]:
!rm -rf data
!mkdir data
%aicrowd ds dl -c object-detection -o data

Import Libraries

In [2]:
import numpy as np
import os, json
from PIL import Image
import cv2
%matplotlib notebook
import matplotlib.pyplot as plt
from matplotlib.patches import Rectangle

Load Data

In [3]:
train_path = "data/train"
labels_file = "data/train.json"
with open(labels_file) as f:
    dict_data = json.load(f)
In [4]:
classes_names = {0: "bicycle", 1: "motorcycle ", 2: "car", 3: "person"}
In [5]:
dict_data
Out[5]:
{'info': {'year': '',
  'version': '',
  'description': 'Exported from FiftyOne',
  'contributor': '',
  'url': 'https://voxel51.com/fiftyone',
  'date_created': '2021-08-28T15:54:27'},
 'licenses': [],
 'categories': [{'id': 0, 'name': 'bicycle', 'supercategory': None},
  {'id': 1, 'name': 'motorcycle', 'supercategory': None},
  {'id': 2, 'name': 'passenger_car', 'supercategory': None},
  {'id': 3, 'name': 'person', 'supercategory': None}],
 'images': [{'id': 1,
   'file_name': '0.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 2,
   'file_name': '1.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 3,
   'file_name': '2.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 4,
   'file_name': '3.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 5,
   'file_name': '4.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 6,
   'file_name': '5.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 7,
   'file_name': '6.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 8,
   'file_name': '7.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 9,
   'file_name': '8.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 10,
   'file_name': '9.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 11,
   'file_name': '10.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 12,
   'file_name': '11.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 13,
   'file_name': '12.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 14,
   'file_name': '13.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 15,
   'file_name': '14.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 16,
   'file_name': '15.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 17,
   'file_name': '16.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 18,
   'file_name': '17.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 19,
   'file_name': '18.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 20,
   'file_name': '19.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 21,
   'file_name': '20.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 22,
   'file_name': '21.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 23,
   'file_name': '22.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 24,
   'file_name': '23.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 25,
   'file_name': '24.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 26,
   'file_name': '25.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 27,
   'file_name': '26.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 28,
   'file_name': '27.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 29,
   'file_name': '28.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 30,
   'file_name': '29.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 31,
   'file_name': '30.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 32,
   'file_name': '31.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 33,
   'file_name': '32.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 34,
   'file_name': '33.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 35,
   'file_name': '34.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 36,
   'file_name': '35.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 37,
   'file_name': '36.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 38,
   'file_name': '37.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 39,
   'file_name': '38.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 40,
   'file_name': '39.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 41,
   'file_name': '40.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 42,
   'file_name': '41.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 43,
   'file_name': '42.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 44,
   'file_name': '43.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 45,
   'file_name': '44.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 46,
   'file_name': '45.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 47,
   'file_name': '46.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 48,
   'file_name': '47.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 49,
   'file_name': '48.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 50,
   'file_name': '49.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 51,
   'file_name': '50.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 52,
   'file_name': '51.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 53,
   'file_name': '52.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 54,
   'file_name': '53.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 55,
   'file_name': '54.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 56,
   'file_name': '55.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 57,
   'file_name': '56.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 58,
   'file_name': '57.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 59,
   'file_name': '58.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 60,
   'file_name': '59.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 61,
   'file_name': '60.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 62,
   'file_name': '61.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 63,
   'file_name': '62.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 64,
   'file_name': '63.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 65,
   'file_name': '64.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 66,
   'file_name': '65.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 67,
   'file_name': '66.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 68,
   'file_name': '67.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 69,
   'file_name': '68.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 70,
   'file_name': '69.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 71,
   'file_name': '70.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 72,
   'file_name': '71.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 73,
   'file_name': '72.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 74,
   'file_name': '73.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 75,
   'file_name': '74.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 76,
   'file_name': '75.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 77,
   'file_name': '76.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 78,
   'file_name': '77.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 79,
   'file_name': '78.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 80,
   'file_name': '79.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 81,
   'file_name': '80.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 82,
   'file_name': '81.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 83,
   'file_name': '82.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 84,
   'file_name': '83.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 85,
   'file_name': '84.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 86,
   'file_name': '85.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 87,
   'file_name': '86.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 88,
   'file_name': '87.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 89,
   'file_name': '88.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 90,
   'file_name': '89.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 91,
   'file_name': '90.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 92,
   'file_name': '91.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 93,
   'file_name': '92.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 94,
   'file_name': '93.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 95,
   'file_name': '94.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 96,
   'file_name': '95.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 97,
   'file_name': '96.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 98,
   'file_name': '97.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 99,
   'file_name': '98.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 100,
   'file_name': '99.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 101,
   'file_name': '100.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 102,
   'file_name': '101.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 103,
   'file_name': '102.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 104,
   'file_name': '103.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 105,
   'file_name': '104.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 106,
   'file_name': '105.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 107,
   'file_name': '106.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 108,
   'file_name': '107.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 109,
   'file_name': '108.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 110,
   'file_name': '109.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 111,
   'file_name': '110.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 112,
   'file_name': '111.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 113,
   'file_name': '112.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 114,
   'file_name': '113.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 115,
   'file_name': '114.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 116,
   'file_name': '115.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 117,
   'file_name': '116.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 118,
   'file_name': '117.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 119,
   'file_name': '118.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 120,
   'file_name': '119.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 121,
   'file_name': '120.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 122,
   'file_name': '121.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 123,
   'file_name': '122.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 124,
   'file_name': '123.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 125,
   'file_name': '124.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 126,
   'file_name': '125.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 127,
   'file_name': '126.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 128,
   'file_name': '127.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 129,
   'file_name': '128.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 130,
   'file_name': '129.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 131,
   'file_name': '130.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 132,
   'file_name': '131.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 133,
   'file_name': '132.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 134,
   'file_name': '133.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 135,
   'file_name': '134.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 136,
   'file_name': '135.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 137,
   'file_name': '136.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 138,
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   'coco_url': None},
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   'coco_url': None},
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   'coco_url': None},
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   'license': None,
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   'license': None,
   'coco_url': None},
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   'coco_url': None},
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   'coco_url': None},
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   'coco_url': None},
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   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'coco_url': None},
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   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'coco_url': None},
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   'coco_url': None},
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   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
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   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
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   'license': None,
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
  {'id': 669,
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 674,
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
  {'id': 686,
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   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 687,
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
  {'id': 690,
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
  {'id': 695,
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 698,
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   'license': None,
   'coco_url': None},
  {'id': 699,
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 705,
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
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   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 708,
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   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 709,
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 710,
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   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 711,
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 712,
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 713,
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   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 714,
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 715,
   'file_name': '714.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 716,
   'file_name': '715.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 717,
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 718,
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 719,
   'file_name': '718.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 720,
   'file_name': '719.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 721,
   'file_name': '720.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 722,
   'file_name': '721.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 723,
   'file_name': '722.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 724,
   'file_name': '723.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 725,
   'file_name': '724.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 726,
   'file_name': '725.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 727,
   'file_name': '726.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 728,
   'file_name': '727.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 729,
   'file_name': '728.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 730,
   'file_name': '729.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 731,
   'file_name': '730.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 732,
   'file_name': '731.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 733,
   'file_name': '732.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 734,
   'file_name': '733.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 735,
   'file_name': '734.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 736,
   'file_name': '735.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 737,
   'file_name': '736.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 738,
   'file_name': '737.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 739,
   'file_name': '738.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 740,
   'file_name': '739.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 741,
   'file_name': '740.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 742,
   'file_name': '741.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 743,
   'file_name': '742.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 744,
   'file_name': '743.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 745,
   'file_name': '744.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 746,
   'file_name': '745.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 747,
   'file_name': '746.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 748,
   'file_name': '747.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 749,
   'file_name': '748.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 750,
   'file_name': '749.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 751,
   'file_name': '750.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 752,
   'file_name': '751.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 753,
   'file_name': '752.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 754,
   'file_name': '753.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 755,
   'file_name': '754.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 756,
   'file_name': '755.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 757,
   'file_name': '756.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 758,
   'file_name': '757.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 759,
   'file_name': '758.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 760,
   'file_name': '759.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 761,
   'file_name': '760.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 762,
   'file_name': '761.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 763,
   'file_name': '762.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 764,
   'file_name': '763.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 765,
   'file_name': '764.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 766,
   'file_name': '765.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 767,
   'file_name': '766.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 768,
   'file_name': '767.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 769,
   'file_name': '768.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 770,
   'file_name': '769.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 771,
   'file_name': '770.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 772,
   'file_name': '771.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 773,
   'file_name': '772.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 774,
   'file_name': '773.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 775,
   'file_name': '774.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 776,
   'file_name': '775.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 777,
   'file_name': '776.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 778,
   'file_name': '777.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 779,
   'file_name': '778.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 780,
   'file_name': '779.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 781,
   'file_name': '780.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 782,
   'file_name': '781.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 783,
   'file_name': '782.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 784,
   'file_name': '783.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 785,
   'file_name': '784.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 786,
   'file_name': '785.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 787,
   'file_name': '786.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 788,
   'file_name': '787.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 789,
   'file_name': '788.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 790,
   'file_name': '789.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 791,
   'file_name': '790.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 792,
   'file_name': '791.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 793,
   'file_name': '792.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 794,
   'file_name': '793.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 795,
   'file_name': '794.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 796,
   'file_name': '795.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 797,
   'file_name': '796.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 798,
   'file_name': '797.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 799,
   'file_name': '798.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 800,
   'file_name': '799.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 801,
   'file_name': '800.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 802,
   'file_name': '801.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 803,
   'file_name': '802.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 804,
   'file_name': '803.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 805,
   'file_name': '804.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 806,
   'file_name': '805.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 807,
   'file_name': '806.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 808,
   'file_name': '807.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 809,
   'file_name': '808.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 810,
   'file_name': '809.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 811,
   'file_name': '810.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 812,
   'file_name': '811.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 813,
   'file_name': '812.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 814,
   'file_name': '813.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 815,
   'file_name': '814.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 816,
   'file_name': '815.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 817,
   'file_name': '816.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 818,
   'file_name': '817.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 819,
   'file_name': '818.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 820,
   'file_name': '819.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 821,
   'file_name': '820.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 822,
   'file_name': '821.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 823,
   'file_name': '822.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 824,
   'file_name': '823.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 825,
   'file_name': '824.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 826,
   'file_name': '825.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 827,
   'file_name': '826.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 828,
   'file_name': '827.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 829,
   'file_name': '828.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 830,
   'file_name': '829.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 831,
   'file_name': '830.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 832,
   'file_name': '831.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 833,
   'file_name': '832.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 834,
   'file_name': '833.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 835,
   'file_name': '834.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 836,
   'file_name': '835.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 837,
   'file_name': '836.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 838,
   'file_name': '837.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 839,
   'file_name': '838.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 840,
   'file_name': '839.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 841,
   'file_name': '840.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 842,
   'file_name': '841.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 843,
   'file_name': '842.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 844,
   'file_name': '843.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 845,
   'file_name': '844.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 846,
   'file_name': '845.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 847,
   'file_name': '846.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 848,
   'file_name': '847.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 849,
   'file_name': '848.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 850,
   'file_name': '849.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 851,
   'file_name': '850.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 852,
   'file_name': '851.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 853,
   'file_name': '852.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 854,
   'file_name': '853.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 855,
   'file_name': '854.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 856,
   'file_name': '855.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 857,
   'file_name': '856.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 858,
   'file_name': '857.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 859,
   'file_name': '858.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 860,
   'file_name': '859.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 861,
   'file_name': '860.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 862,
   'file_name': '861.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 863,
   'file_name': '862.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 864,
   'file_name': '863.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 865,
   'file_name': '864.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 866,
   'file_name': '865.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 867,
   'file_name': '866.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 868,
   'file_name': '867.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 869,
   'file_name': '868.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 870,
   'file_name': '869.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 871,
   'file_name': '870.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 872,
   'file_name': '871.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 873,
   'file_name': '872.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 874,
   'file_name': '873.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 875,
   'file_name': '874.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 876,
   'file_name': '875.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 877,
   'file_name': '876.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 878,
   'file_name': '877.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 879,
   'file_name': '878.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 880,
   'file_name': '879.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 881,
   'file_name': '880.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 882,
   'file_name': '881.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 883,
   'file_name': '882.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 884,
   'file_name': '883.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 885,
   'file_name': '884.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 886,
   'file_name': '885.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 887,
   'file_name': '886.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 888,
   'file_name': '887.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 889,
   'file_name': '888.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 890,
   'file_name': '889.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 891,
   'file_name': '890.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 892,
   'file_name': '891.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 893,
   'file_name': '892.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 894,
   'file_name': '893.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 895,
   'file_name': '894.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 896,
   'file_name': '895.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 897,
   'file_name': '896.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 898,
   'file_name': '897.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 899,
   'file_name': '898.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 900,
   'file_name': '899.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 901,
   'file_name': '900.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 902,
   'file_name': '901.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 903,
   'file_name': '902.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 904,
   'file_name': '903.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 905,
   'file_name': '904.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 906,
   'file_name': '905.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 907,
   'file_name': '906.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 908,
   'file_name': '907.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 909,
   'file_name': '908.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 910,
   'file_name': '909.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 911,
   'file_name': '910.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 912,
   'file_name': '911.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 913,
   'file_name': '912.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 914,
   'file_name': '913.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 915,
   'file_name': '914.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 916,
   'file_name': '915.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 917,
   'file_name': '916.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 918,
   'file_name': '917.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 919,
   'file_name': '918.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 920,
   'file_name': '919.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 921,
   'file_name': '920.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 922,
   'file_name': '921.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 923,
   'file_name': '922.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 924,
   'file_name': '923.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 925,
   'file_name': '924.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 926,
   'file_name': '925.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 927,
   'file_name': '926.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 928,
   'file_name': '927.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 929,
   'file_name': '928.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 930,
   'file_name': '929.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 931,
   'file_name': '930.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 932,
   'file_name': '931.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 933,
   'file_name': '932.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 934,
   'file_name': '933.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 935,
   'file_name': '934.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 936,
   'file_name': '935.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 937,
   'file_name': '936.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 938,
   'file_name': '937.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 939,
   'file_name': '938.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 940,
   'file_name': '939.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 941,
   'file_name': '940.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 942,
   'file_name': '941.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 943,
   'file_name': '942.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 944,
   'file_name': '943.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 945,
   'file_name': '944.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 946,
   'file_name': '945.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 947,
   'file_name': '946.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 948,
   'file_name': '947.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 949,
   'file_name': '948.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 950,
   'file_name': '949.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 951,
   'file_name': '950.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 952,
   'file_name': '951.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 953,
   'file_name': '952.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 954,
   'file_name': '953.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 955,
   'file_name': '954.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 956,
   'file_name': '955.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 957,
   'file_name': '956.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 958,
   'file_name': '957.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 959,
   'file_name': '958.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 960,
   'file_name': '959.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 961,
   'file_name': '960.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 962,
   'file_name': '961.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
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   'file_name': '962.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
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   'file_name': '963.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 965,
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 967,
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 968,
   'file_name': '967.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
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   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
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   'file_name': '969.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 971,
   'file_name': '970.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 972,
   'file_name': '971.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 973,
   'file_name': '972.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 974,
   'file_name': '973.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 975,
   'file_name': '974.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 976,
   'file_name': '975.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 977,
   'file_name': '976.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 978,
   'file_name': '977.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 979,
   'file_name': '978.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 980,
   'file_name': '979.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 981,
   'file_name': '980.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 982,
   'file_name': '981.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 983,
   'file_name': '982.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 984,
   'file_name': '983.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 985,
   'file_name': '984.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 986,
   'file_name': '985.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 987,
   'file_name': '986.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 988,
   'file_name': '987.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 989,
   'file_name': '988.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 990,
   'file_name': '989.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 991,
   'file_name': '990.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 992,
   'file_name': '991.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 993,
   'file_name': '992.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 994,
   'file_name': '993.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 995,
   'file_name': '994.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 996,
   'file_name': '995.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 997,
   'file_name': '996.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 998,
   'file_name': '997.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 999,
   'file_name': '998.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
  {'id': 1000,
   'file_name': '999.jpg',
   'height': 600,
   'width': 800,
   'license': None,
   'coco_url': None},
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 'annotations': [{'id': 1,
   'image_id': 1,
   'category_id': 2,
   'bbox': [364.2204930789619,
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  {'id': 972,
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  {'id': 974,
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  {'id': 975,
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  {'id': 976,
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  {'id': 978,
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  {'id': 980,
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Select a random image

In [13]:
image_id = np.random.randint(3000)
filename = os.path.join("data/train", str(image_id - 1) + ".jpg") 
# WARNING !! we use image_id - 1 because image_id = image_name + 1

Grab corresponding bounding boxes and label

In [14]:
boxes = []
labels = []
for a in dict_data["annotations"]:
    if a["image_id"] == image_id:
        boxes.append(a["bbox"])
        labels.append(a["category_id"])
filename, boxes, labels
Out[14]:
('data/train\\194.jpg',
 [[347.51326081774715,
   305.9881999677972,
   16.86704094260051,
   9.916405462610271],
  [567.412362534717,
   364.77962007669515,
   120.55936717946962,
   107.30345227276189],
  [357.31086738813735,
   444.30306959493214,
   69.81710116590057,
   302.09394109354173]],
 [2, 1, 0])

Plot with Matplotlib

In [19]:
plt.figure()
# load the image
img = Image.open(filename)
# plot the image
plt.imshow(img)
# get the context for drawing boxes
ax = plt.gca()
# plot each box
for i in range(len(boxes)):
    box = boxes[i]
    label = classes_names[labels[i]]
    # get coordinates
    x, y, w, h = box
    # create the shape
    rect = Rectangle((x, y), w, h, fill=False, color='white')
    # draw the box
    ax.add_patch(rect)
    # draw text in top left corner
    plt.text(x, y, label, color='white')
# show the plot
plt.show()

Plot with OpenCV

In [28]:
# img is a PIL Image object
im_arr = np.asarray(img)
# plot each box
for i in range(len(boxes)):
    box = boxes[i]
    label = classes_names[labels[i]]
    # get coordinates
    x, y, w, h = box
    # pt1 and pt2 are the upper left and bottom right coordinates of the rectangle
    pt1 = list(map(int, (x, y)))
    pt2 = list(map(int, (x + w, y + h)))
    # draw the box
    cv2.rectangle(im_arr, pt1, pt2, color=(255, 255, 255), thickness=2)
    # draw text in top left corner
    cv2.putText(im_arr, label, (int(x), int(y-10)), cv2.FONT_HERSHEY_SIMPLEX, 0.9, (255, 255, 255), 2)
# show img with matplotlib
plt.figure()
plt.imshow(im_arr)
plt.show()