Clouds Removal

Solution for submission 152002

In [1]:

!pip install aicrowd-cli

%load_ext aicrowd.magic

Collecting aicrowd-cli
  Downloading aicrowd_cli-0.1.8-py3-none-any.whl (43 kB)
     |████████████████████████████████| 43 kB 1.1 MB/s 
Collecting rich<11,>=10.0.0
  Downloading rich-10.6.0-py3-none-any.whl (208 kB)
     |████████████████████████████████| 208 kB 11.1 MB/s 
Collecting requests-toolbelt<1,>=0.9.1
  Downloading requests_toolbelt-0.9.1-py2.py3-none-any.whl (54 kB)
     |████████████████████████████████| 54 kB 3.4 MB/s 
Collecting tqdm<5,>=4.56.0
  Downloading tqdm-4.62.0-py2.py3-none-any.whl (76 kB)
     |████████████████████████████████| 76 kB 5.1 MB/s 
Collecting GitPython==3.1.18
  Downloading GitPython-3.1.18-py3-none-any.whl (170 kB)
     |████████████████████████████████| 170 kB 13.4 MB/s 
Collecting requests<3,>=2.25.1
  Downloading requests-2.26.0-py2.py3-none-any.whl (62 kB)
     |████████████████████████████████| 62 kB 1.1 MB/s 
Requirement already satisfied: click<8,>=7.1.2 in /usr/local/lib/python3.7/dist-packages (from aicrowd-cli) (7.1.2)
Requirement already satisfied: toml<1,>=0.10.2 in /usr/local/lib/python3.7/dist-packages (from aicrowd-cli) (0.10.2)
Collecting gitdb<5,>=4.0.1
  Downloading gitdb-4.0.7-py3-none-any.whl (63 kB)
     |████████████████████████████████| 63 kB 2.1 MB/s 
Requirement already satisfied: typing-extensions>=3.7.4.0 in /usr/local/lib/python3.7/dist-packages (from GitPython==3.1.18->aicrowd-cli) (3.7.4.3)
Collecting smmap<5,>=3.0.1
  Downloading smmap-4.0.0-py2.py3-none-any.whl (24 kB)
Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2.10)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2021.5.30)
Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2.0.2)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (1.24.3)
Requirement already satisfied: pygments<3.0.0,>=2.6.0 in /usr/local/lib/python3.7/dist-packages (from rich<11,>=10.0.0->aicrowd-cli) (2.6.1)
Collecting commonmark<0.10.0,>=0.9.0
  Downloading commonmark-0.9.1-py2.py3-none-any.whl (51 kB)
     |████████████████████████████████| 51 kB 7.6 MB/s 
Collecting colorama<0.5.0,>=0.4.0
  Downloading colorama-0.4.4-py2.py3-none-any.whl (16 kB)
Installing collected packages: smmap, requests, gitdb, commonmark, colorama, tqdm, rich, requests-toolbelt, GitPython, aicrowd-cli
  Attempting uninstall: requests
    Found existing installation: requests 2.23.0
    Uninstalling requests-2.23.0:
      Successfully uninstalled requests-2.23.0
  Attempting uninstall: tqdm
    Found existing installation: tqdm 4.41.1
    Uninstalling tqdm-4.41.1:
      Successfully uninstalled tqdm-4.41.1
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.26.0 which is incompatible.
datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.
Successfully installed GitPython-3.1.18 aicrowd-cli-0.1.8 colorama-0.4.4 commonmark-0.9.1 gitdb-4.0.7 requests-2.26.0 requests-toolbelt-0.9.1 rich-10.6.0 smmap-4.0.0 tqdm-4.62.0

In [2]:

%aicrowd login

Please login here: https://api.aicrowd.com/auth/sq70MEz38nbd0u60KJxGy8kE3vDe4M6RlW5zbrgcVuA
API Key valid
Saved API Key successfully!

In [3]:

# Downloading the Dataset
!rm -rf data
!mkdir data

train.zip:   0% 0.00/1.62G [00:00<?, ?B/s]
test.zip:   0% 0.00/601M [00:00<?, ?B/s]
train.zip:   2% 33.6M/1.62G [00:03<02:33, 10.3MB/s]
train.zip:   4% 67.1M/1.62G [00:06<02:38, 9.83MB/s]
train.zip:   6% 101M/1.62G [00:10<02:51, 8.89MB/s] 
train.zip:   8% 134M/1.62G [00:14<02:39, 9.34MB/s]
train.zip:  12% 201M/1.62G [00:19<02:11, 10.8MB/s]
train.zip:  14% 235M/1.62G [00:22<01:59, 11.6MB/s]
train.zip:  17% 268M/1.62G [00:25<01:59, 11.3MB/s]
train.zip:  19% 302M/1.62G [00:27<01:44, 12.6MB/s]
train.zip:  21% 336M/1.62G [00:29<01:37, 13.2MB/s]
train.zip:  23% 369M/1.62G [00:31<01:27, 14.4MB/s]
train.zip:  25% 403M/1.62G [00:34<01:33, 13.0MB/s]
train.zip:  27% 436M/1.62G [00:36<01:29, 13.3MB/s]
train.zip:  29% 470M/1.62G [00:38<01:16, 15.0MB/s]
train.zip:  31% 503M/1.62G [00:40<01:15, 14.8MB/s]
train.zip:  33% 537M/1.62G [00:42<01:10, 15.3MB/s]
train.zip:  35% 570M/1.62G [00:45<01:11, 14.7MB/s]
train.zip:  37% 604M/1.62G [00:47<01:09, 14.7MB/s]
test.zip: 100% 601M/601M [00:48<00:00, 12.3MB/s]
train.zip: 100% 1.62G/1.62G [02:02<00:00, 13.3MB/s]

In [4]:

# Unzipping the dataset
!unzip data/train.zip -d data/train >> /dev/null
!unzip data/test.zip -d data/test >> /dev/null

In [46]:

# Importing Libraries
import os
import numpy as np
from natsort import natsorted
from glob import glob
import cv2
from tqdm.notebook import tqdm
import matplotlib.pyplot as plt

In [6]:

data_directory_clear_train = "data/train/clear*"
data_directory_cloud_train = "data/train/cloud*"
video_files_clear_train    = natsorted(glob(data_directory_clear_train))
video_files_cloud_train    = natsorted(glob(data_directory_cloud_train))

In [7]:

!mkdir train_data

In [8]:

for img_file in tqdm(zip(video_files_clear_train,video_files_cloud_train)):
    image_file_clear = img_file[0]
    image_file_cloud = img_file[1]
    
    
    ######### Reading Clear Images
    clear_video_frame = {}
    image_video_clear = cv2.VideoCapture(image_file_clear)
    
    ret               = True
    count             = 1
    while ret:
        ret,frame     = image_video_clear.read()
        if ret ==True:
            clear_video_frame[count] = frame
        count = count+1
        
    
    ######## Reading Cloud images
    cloud_video_frame = {}
    image_video_cloud = cv2.VideoCapture(image_file_cloud)
    
    ret               = True
    count             = 1
    while ret:
        ret,frame     = image_video_cloud.read()
        if ret==True:
            cloud_video_frame[count] = frame
        count = count+1
        
        
    for i in range(1,25,1):

        input_image = cloud_video_frame[i]
        real_image  = clear_video_frame[i]
        
        train_image = np.concatenate((input_image,real_image),axis=1)
        
        
        file_name = image_file_cloud.replace('data/train/cloud_','')
        file_name = file_name.replace('.mp4','')
        path2save = f'/content/train_data/image_{file_name}_frame_{i}.jpg'
        print(train_image.shape,path2save)
        
        plt.imsave(path2save, train_image)

Streaming output truncated to the last 5000 lines.
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In [9]:

def load(image,frame):
    image_path   = f'/content/train_data/image_{image}_frame_{frame}.jpg'
    image_tensor = tf.io.read_file(image_path)
    image        = tf.image.decode_jpeg(image_tensor)
    
    w = tf.shape(image)[1]
    w = w // 2
    input_image = image[:, :w, :]
    real_image  = image[:, w:, :]

  
    input_image = tf.cast(input_image, tf.float32)
    real_image = tf.cast(real_image, tf.float32)

    return input_image, real_image

In [10]:

import tensorflow as tf

In [11]:

inp, re = load(15,9)
# Casting to int for matplotlib to display the images
plt.figure()
plt.imshow(inp / 255.0)  ## input image
plt.figure()
plt.imshow(re / 255.0)  ## real image

Out[11]:

<matplotlib.image.AxesImage at 0x7f91a025dd10>

In [12]:

import os
import random
files = os.listdir('/content/train_data/')
eval_files = random.sample(files,1000)
eval_files = ['/content/train_data/'+f for f in eval_files]

In [12]:

In [13]:

!mkdir eval_data

In [14]:

import shutil, os

for f in eval_files:
    shutil.move(f, '/content/eval_data/')

In [15]:

print('length of train data ',len(os.listdir('/content/train_data')))

length of train data  11000

In [16]:

print('length of eval data ',len(os.listdir('/content/eval_data')))

length of eval data  1000

In [16]:

In [17]:

data_directory_cloud_test = "data/test/cloud*"

video_files_cloud_test    = natsorted(glob(data_directory_cloud_test))

In [18]:

video_files_cloud_test[:3],len(video_files_cloud_test)

Out[18]:

(['data/test/cloud_0.mp4', 'data/test/cloud_1.mp4', 'data/test/cloud_2.mp4'],
 500)

In [19]:

!mkdir test_data

In [20]:

for img_file in tqdm(video_files_cloud_test):
    
    image_file_cloud = img_file
    
    
        
    
    ######## Reading Cloud images
    cloud_video_frame = {}
    image_video_cloud = cv2.VideoCapture(image_file_cloud)
    
    ret               = True
    count             = 1
    while ret:
        ret,frame     = image_video_cloud.read()
        if ret==True:
            cloud_video_frame[count] = frame
        count = count+1
        
        
    for i in range(1,25,1):

        input_image = cloud_video_frame[i]
        
        
        
        test_image = input_image
    
        
        
        
        
        file_name = image_file_cloud.replace('data/test/cloud_','')
        file_name = file_name.replace('.mp4','')
        path2save = f'/content/test_data/image_{file_name}_frame_{i}.jpg'
        print(test_image.shape,path2save)
        
        plt.imsave(path2save, test_image)

Streaming output truncated to the last 5000 lines.
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(512, 512, 3) /content/test_data/image_496_frame_15.jpg
(512, 512, 3) /content/test_data/image_496_frame_16.jpg
(512, 512, 3) /content/test_data/image_496_frame_17.jpg
(512, 512, 3) /content/test_data/image_496_frame_18.jpg
(512, 512, 3) /content/test_data/image_496_frame_19.jpg
(512, 512, 3) /content/test_data/image_496_frame_20.jpg
(512, 512, 3) /content/test_data/image_496_frame_21.jpg
(512, 512, 3) /content/test_data/image_496_frame_22.jpg
(512, 512, 3) /content/test_data/image_496_frame_23.jpg
(512, 512, 3) /content/test_data/image_496_frame_24.jpg
(512, 512, 3) /content/test_data/image_497_frame_1.jpg
(512, 512, 3) /content/test_data/image_497_frame_2.jpg
(512, 512, 3) /content/test_data/image_497_frame_3.jpg
(512, 512, 3) /content/test_data/image_497_frame_4.jpg
(512, 512, 3) /content/test_data/image_497_frame_5.jpg
(512, 512, 3) /content/test_data/image_497_frame_6.jpg
(512, 512, 3) /content/test_data/image_497_frame_7.jpg
(512, 512, 3) /content/test_data/image_497_frame_8.jpg
(512, 512, 3) /content/test_data/image_497_frame_9.jpg
(512, 512, 3) /content/test_data/image_497_frame_10.jpg
(512, 512, 3) /content/test_data/image_497_frame_11.jpg
(512, 512, 3) /content/test_data/image_497_frame_12.jpg
(512, 512, 3) /content/test_data/image_497_frame_13.jpg
(512, 512, 3) /content/test_data/image_497_frame_14.jpg
(512, 512, 3) /content/test_data/image_497_frame_15.jpg
(512, 512, 3) /content/test_data/image_497_frame_16.jpg
(512, 512, 3) /content/test_data/image_497_frame_17.jpg
(512, 512, 3) /content/test_data/image_497_frame_18.jpg
(512, 512, 3) /content/test_data/image_497_frame_19.jpg
(512, 512, 3) /content/test_data/image_497_frame_20.jpg
(512, 512, 3) /content/test_data/image_497_frame_21.jpg
(512, 512, 3) /content/test_data/image_497_frame_22.jpg
(512, 512, 3) /content/test_data/image_497_frame_23.jpg
(512, 512, 3) /content/test_data/image_497_frame_24.jpg
(512, 512, 3) /content/test_data/image_498_frame_1.jpg
(512, 512, 3) /content/test_data/image_498_frame_2.jpg
(512, 512, 3) /content/test_data/image_498_frame_3.jpg
(512, 512, 3) /content/test_data/image_498_frame_4.jpg
(512, 512, 3) /content/test_data/image_498_frame_5.jpg
(512, 512, 3) /content/test_data/image_498_frame_6.jpg
(512, 512, 3) /content/test_data/image_498_frame_7.jpg
(512, 512, 3) /content/test_data/image_498_frame_8.jpg
(512, 512, 3) /content/test_data/image_498_frame_9.jpg
(512, 512, 3) /content/test_data/image_498_frame_10.jpg
(512, 512, 3) /content/test_data/image_498_frame_11.jpg
(512, 512, 3) /content/test_data/image_498_frame_12.jpg
(512, 512, 3) /content/test_data/image_498_frame_13.jpg
(512, 512, 3) /content/test_data/image_498_frame_14.jpg
(512, 512, 3) /content/test_data/image_498_frame_15.jpg
(512, 512, 3) /content/test_data/image_498_frame_16.jpg
(512, 512, 3) /content/test_data/image_498_frame_17.jpg
(512, 512, 3) /content/test_data/image_498_frame_18.jpg
(512, 512, 3) /content/test_data/image_498_frame_19.jpg
(512, 512, 3) /content/test_data/image_498_frame_20.jpg
(512, 512, 3) /content/test_data/image_498_frame_21.jpg
(512, 512, 3) /content/test_data/image_498_frame_22.jpg
(512, 512, 3) /content/test_data/image_498_frame_23.jpg
(512, 512, 3) /content/test_data/image_498_frame_24.jpg
(512, 512, 3) /content/test_data/image_499_frame_1.jpg
(512, 512, 3) /content/test_data/image_499_frame_2.jpg
(512, 512, 3) /content/test_data/image_499_frame_3.jpg
(512, 512, 3) /content/test_data/image_499_frame_4.jpg
(512, 512, 3) /content/test_data/image_499_frame_5.jpg
(512, 512, 3) /content/test_data/image_499_frame_6.jpg
(512, 512, 3) /content/test_data/image_499_frame_7.jpg
(512, 512, 3) /content/test_data/image_499_frame_8.jpg
(512, 512, 3) /content/test_data/image_499_frame_9.jpg
(512, 512, 3) /content/test_data/image_499_frame_10.jpg
(512, 512, 3) /content/test_data/image_499_frame_11.jpg
(512, 512, 3) /content/test_data/image_499_frame_12.jpg
(512, 512, 3) /content/test_data/image_499_frame_13.jpg
(512, 512, 3) /content/test_data/image_499_frame_14.jpg
(512, 512, 3) /content/test_data/image_499_frame_15.jpg
(512, 512, 3) /content/test_data/image_499_frame_16.jpg
(512, 512, 3) /content/test_data/image_499_frame_17.jpg
(512, 512, 3) /content/test_data/image_499_frame_18.jpg
(512, 512, 3) /content/test_data/image_499_frame_19.jpg
(512, 512, 3) /content/test_data/image_499_frame_20.jpg
(512, 512, 3) /content/test_data/image_499_frame_21.jpg
(512, 512, 3) /content/test_data/image_499_frame_22.jpg
(512, 512, 3) /content/test_data/image_499_frame_23.jpg
(512, 512, 3) /content/test_data/image_499_frame_24.jpg

In [20]:

In [1]:

import tensorflow as tf
import numpy as np
import random
import os
import pathlib
import time
import datetime

from matplotlib import pyplot as plt
from IPython import display

In [2]:

PATH = pathlib.Path("/content")

In [3]:

def load(image_path):
    '''
        The image is loaded is such a way that half of it contains the input image (cloudy image) 
        and the other half contains the real image(clear image).
    '''
    
    image_tensor = tf.io.read_file(image_path)
    image        = tf.image.decode_jpeg(image_tensor)
    
    w            = tf.shape(image)[1]
    w            = w // 2
    input_image  = image[:, :w, :]
    real_image   = image[:, w:, :]

  
    input_image  = tf.cast(input_image, tf.float32)
    real_image   = tf.cast(real_image, tf.float32)
    
    
    input_image  = tf.image.resize(input_image, [256, 256],method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)
    real_image   = tf.image.resize(real_image, [256, 256],method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)
    return input_image, real_image

In [4]:

path = str(PATH / 'train_data')
files_jpg = os.listdir(path)

inp, re = load(str(PATH / 'train_data/')+'/'+random.choice(files_jpg))
# Casting to int for matplotlib to display the images
plt.figure()
plt.imshow(inp / 255.0)
plt.figure()
plt.imshow(re / 255.0)

Out[4]:

<matplotlib.image.AxesImage at 0x7f1e545a1a10>

In [5]:

BUFFER_SIZE = 11000
BATCH_SIZE  = 1
IMG_WIDTH   = 256
IMG_HEIGHT  = 256

In [6]:

def resize(input_image, real_image, height, width):
    input_image = tf.image.resize(input_image, [height, width],method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)
    real_image = tf.image.resize(real_image, [height, width],method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)
    return input_image, real_image

In [7]:

# Normalizing the images to [-1, 1]
def normalize(input_image, real_image):
    input_image = (input_image / 127.5) - 1
    real_image = (real_image / 127.5) - 1
    return input_image, real_image

In [8]:

def random_crop(input_image, real_image):
    stacked_image = tf.stack([input_image, real_image], axis=0)
    cropped_image = tf.image.random_crop(stacked_image, size=[2, IMG_HEIGHT, IMG_WIDTH, 3])
    return cropped_image[0], cropped_image[1]

In [9]:

@tf.function()
def random_jitter(input_image, real_image):
    # input_image, real_image = resize(input_image, real_image, 300, 300)

    # Random cropping back to 256x256
    # input_image, real_image = random_crop(input_image, real_image)

    if tf.random.uniform(()) > 0.2:
        input_image = tf.image.flip_left_right(input_image)
        real_image = tf.image.flip_left_right(real_image)

    return input_image, real_image

In [10]:

plt.figure(figsize=(6, 6))
for i in range(4):
  rj_inp, rj_re = random_jitter(inp, re)
  plt.subplot(2, 2, i + 1)
  plt.imshow(rj_inp / 255.0)
  plt.axis('off')
plt.show()

In [11]:

def load_image_train(image_file):
    input_image, real_image = load(image_file)
    input_image, real_image = random_jitter(input_image, real_image)
    input_image, real_image = normalize(input_image, real_image)
    return input_image, real_image

In [12]:

def load_image_test(image_file):
    input_image, real_image = load(image_file)
    input_image, real_image = resize(input_image, real_image,
                                   IMG_HEIGHT, IMG_WIDTH)
    input_image, real_image = normalize(input_image, real_image)
    return input_image, real_image

In [13]:

train_dataset = tf.data.Dataset.list_files(str(PATH / 'train_data/*.jpg'))
train_dataset = train_dataset.map(load_image_train,
                                  num_parallel_calls=tf.data.AUTOTUNE)
train_dataset = train_dataset.shuffle(BUFFER_SIZE)
train_dataset = train_dataset.batch(BATCH_SIZE)

In [14]:

eval_dataset = tf.data.Dataset.list_files(str(PATH / 'eval_data/*.jpg'))
eval_dataset = eval_dataset.map(load_image_test)
eval_dataset = eval_dataset.batch(BATCH_SIZE)

In [15]:

OUTPUT_CHANNELS = 3

In [16]:

def downsample(filters, size, apply_batchnorm=True):
  initializer = tf.random_normal_initializer(0., 0.02)

  result = tf.keras.Sequential()
  result.add(
      tf.keras.layers.Conv2D(filters, size, strides=2, padding='same',
                             kernel_initializer=initializer, use_bias=False))

  if apply_batchnorm:
    result.add(tf.keras.layers.BatchNormalization())

  result.add(tf.keras.layers.LeakyReLU())

  return result

In [17]:

down_model = downsample(3, 4)
down_result = down_model(tf.expand_dims(inp, 0))
print (down_result.shape)

(1, 128, 128, 3)

In [18]:

def upsample(filters, size, apply_dropout=False):
  initializer = tf.random_normal_initializer(0., 0.02)

  result = tf.keras.Sequential()
  result.add(
    tf.keras.layers.Conv2DTranspose(filters, size, strides=2,
                                    padding='same',
                                    kernel_initializer=initializer,
                                    use_bias=False))

  result.add(tf.keras.layers.BatchNormalization())

  if apply_dropout:
      result.add(tf.keras.layers.Dropout(0.3))

  result.add(tf.keras.layers.ReLU())

  return result

In [19]:

up_model = upsample(3, 4)
up_result = up_model(down_result)
print (up_result.shape)

(1, 256, 256, 3)

In [20]:

def Generator():
  inputs = tf.keras.layers.Input(shape=[256, 256, 3])

  down_stack = [
    downsample(64, 4, apply_batchnorm=False),  # (batch_size, 128, 128, 64)
    downsample(128, 4),  # (batch_size, 64, 64, 128)
    downsample(256, 4),  # (batch_size, 32, 32, 256)
    downsample(512, 4),  # (batch_size, 16, 16, 512)
    downsample(512, 4),  # (batch_size, 8, 8, 512)
    downsample(512, 4),  # (batch_size, 4, 4, 512)
    downsample(512, 4),  # (batch_size, 2, 2, 512)
    downsample(512, 4),  # (batch_size, 1, 1, 512)
  ]

  up_stack = [
    upsample(512, 4, apply_dropout=True),  # (batch_size, 2, 2, 1024)
    upsample(512, 4, apply_dropout=True),  # (batch_size, 4, 4, 1024)
    upsample(512, 4, apply_dropout=True),  # (batch_size, 8, 8, 1024)
    upsample(512, 4),  # (batch_size, 16, 16, 1024)
    upsample(256, 4),  # (batch_size, 32, 32, 512)
    upsample(128, 4),  # (batch_size, 64, 64, 256)
    upsample(64, 4),  # (batch_size, 128, 128, 128)
  ]

  initializer = tf.random_normal_initializer(0., 0.02)
  last = tf.keras.layers.Conv2DTranspose(OUTPUT_CHANNELS, 4,
                                         strides=2,
                                         padding='same',
                                         kernel_initializer=initializer,
                                         activation='tanh')  # (batch_size, 256, 256, 3)

  x = inputs

  # Downsampling through the model
  skips = []
  for down in down_stack:
    x = down(x)
    skips.append(x)

  skips = reversed(skips[:-1])

  # Upsampling and establishing the skip connections
  for up, skip in zip(up_stack, skips):
    x = up(x)
    x = tf.keras.layers.Concatenate()([x, skip])

  x = last(x)

  return tf.keras.Model(inputs=inputs, outputs=x)

In [21]:

generator = Generator()
tf.keras.utils.plot_model(generator, show_shapes=True, dpi=64)

Out[21]:

In [22]:

gen_output = generator(inp[tf.newaxis, ...], training=False)
plt.imshow(gen_output[0, ...])

Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

Out[22]:

<matplotlib.image.AxesImage at 0x7f1e3adb5050>

In [23]:

LAMBDA = 100

In [24]:

loss_object = tf.keras.losses.BinaryCrossentropy(from_logits=True)

In [25]:

def generator_loss(disc_generated_output, gen_output, target):
  gan_loss = loss_object(tf.ones_like(disc_generated_output), disc_generated_output)

  # Mean absolute error
  l1_loss = tf.reduce_mean(tf.abs(target - gen_output))

  total_gen_loss = gan_loss + (LAMBDA * l1_loss)

  return total_gen_loss, gan_loss, l1_loss

In [26]:

def Discriminator():
  initializer = tf.random_normal_initializer(0., 0.02)

  inp = tf.keras.layers.Input(shape=[256, 256, 3], name='input_image')
  tar = tf.keras.layers.Input(shape=[256, 256, 3], name='target_image')

  x = tf.keras.layers.concatenate([inp, tar])  # (batch_size, 256, 256, channels*2)

  down1 = downsample(64, 4, False)(x)  # (batch_size, 128, 128, 64)
  down2 = downsample(128, 4)(down1)  # (batch_size, 64, 64, 128)
  down3 = downsample(256, 4)(down2)  # (batch_size, 32, 32, 256)

  zero_pad1 = tf.keras.layers.ZeroPadding2D()(down3)  # (batch_size, 34, 34, 256)
  conv = tf.keras.layers.Conv2D(512, 4, strides=1,
                                kernel_initializer=initializer,
                                use_bias=False)(zero_pad1)  # (batch_size, 31, 31, 512)

  batchnorm1 = tf.keras.layers.BatchNormalization()(conv)

  leaky_relu = tf.keras.layers.LeakyReLU()(batchnorm1)

  zero_pad2 = tf.keras.layers.ZeroPadding2D()(leaky_relu)  # (batch_size, 33, 33, 512)

  last = tf.keras.layers.Conv2D(1, 4, strides=1,
                                kernel_initializer=initializer)(zero_pad2)  # (batch_size, 30, 30, 1)

  return tf.keras.Model(inputs=[inp, tar], outputs=last)

In [27]:

discriminator = Discriminator()
tf.keras.utils.plot_model(discriminator, show_shapes=True, dpi=64)

Out[27]:

In [28]:

disc_out = discriminator([inp[tf.newaxis, ...], gen_output], training=False)
plt.imshow(disc_out[0, ..., -1], vmin=-20, vmax=20, cmap='RdBu_r')
plt.colorbar()

Out[28]:

<matplotlib.colorbar.Colorbar at 0x7f1e3aced5d0>

In [29]:

def discriminator_loss(disc_real_output, disc_generated_output):
  real_loss = loss_object(tf.ones_like(disc_real_output), disc_real_output)

  generated_loss = loss_object(tf.zeros_like(disc_generated_output), disc_generated_output)

  total_disc_loss = real_loss + generated_loss

  return total_disc_loss

In [30]:

generator_optimizer = tf.keras.optimizers.Adam(1e-4, beta_1=0.5)
discriminator_optimizer = tf.keras.optimizers.Adam(1e-4, beta_1=0.5)

In [31]:

checkpoint_dir = './training_checkpoints'
checkpoint_prefix = os.path.join(checkpoint_dir, "ckpt")
checkpoint = tf.train.Checkpoint(generator_optimizer=generator_optimizer,
                                 discriminator_optimizer=discriminator_optimizer,
                                 generator=generator,
                                 discriminator=discriminator)

In [32]:

def generate_images(model, test_input, tar):
  prediction = model(test_input, training=True)
  plt.figure(figsize=(15, 15))

  display_list = [test_input[0], tar[0], prediction[0]]
  title = ['Input Image', 'Ground Truth', 'Predicted Image']

  for i in range(3):
    plt.subplot(1, 3, i+1)
    plt.title(title[i])
    # Getting the pixel values in the [0, 1] range to plot.
    plt.imshow(display_list[i] * 0.5 + 0.5)
    plt.axis('off')
  plt.show()

In [33]:

for example_input, example_target in train_dataset.take(1):
  generate_images(generator, example_input, example_target)

In [34]:

log_dir="logs/"

summary_writer = tf.summary.create_file_writer(
  log_dir + "fit/" + datetime.datetime.now().strftime("%Y%m%d-%H%M%S"))

In [35]:

@tf.function
def train_step(input_image, target, step):
  with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:
    gen_output = generator(input_image, training=True)

    disc_real_output = discriminator([input_image, target], training=True)
    disc_generated_output = discriminator([input_image, gen_output], training=True)

    gen_total_loss, gen_gan_loss, gen_l1_loss = generator_loss(disc_generated_output, gen_output, target)
    disc_loss = discriminator_loss(disc_real_output, disc_generated_output)

  generator_gradients = gen_tape.gradient(gen_total_loss,
                                          generator.trainable_variables)
  discriminator_gradients = disc_tape.gradient(disc_loss,
                                               discriminator.trainable_variables)

  generator_optimizer.apply_gradients(zip(generator_gradients,
                                          generator.trainable_variables))
  discriminator_optimizer.apply_gradients(zip(discriminator_gradients,
                                              discriminator.trainable_variables))

  with summary_writer.as_default():
    tf.summary.scalar('gen_total_loss', gen_total_loss, step=step//1000)
    tf.summary.scalar('gen_gan_loss', gen_gan_loss, step=step//1000)
    tf.summary.scalar('gen_l1_loss', gen_l1_loss, step=step//1000)
    tf.summary.scalar('disc_loss', disc_loss, step=step//1000)

In [36]:

def fit(train_ds, test_ds, steps):
  example_input, example_target = next(iter(test_ds.take(1)))

  for step, (input_image, target) in train_ds.repeat().take(steps).enumerate():
    if (step) % 1000 == 0:
      start = time.time()
      display.clear_output(wait=True)

      if step != 0:
        print(f'Time taken for 1000 steps: {time.time()-start} sec\n')

      generate_images(generator, example_input, example_target)
      print(f"Step: {step//1000}k")

    train_step(input_image, target, step)

    # Training step
    if (step+1) % 10 == 0:
      print('.', end='', flush=True)


    # Save (checkpoint) the model every 5k steps
    if (step + 1) % 5000 == 0:
      checkpoint.save(file_prefix=checkpoint_prefix)

In [38]:

%load_ext tensorboard
%tensorboard --logdir {log_dir}

Output hidden; open in https://colab.research.google.com to view.

In [37]:

fit(train_dataset, eval_dataset, steps=8000)

Time taken for 1000 steps: 0.0021109580993652344 sec

Step: 7k
....................................................................................................

In [39]:

for inp, tar in eval_dataset.take(5):
  generate_images(generator, inp, tar)

Output hidden; open in https://colab.research.google.com to view.

In [40]:

def load_image_file_test(image_path):
    '''
        The image is loaded is such a way that half of it contains the input image (cloudy image) 
        and the other half contains the real image(clear image).
    '''
    
    image_tensor = tf.io.read_file(image_path)
    image        = tf.image.decode_jpeg(image_tensor)
    
    input_image  = image
    real_image   = image
    
  
    input_image  = tf.cast(input_image, tf.float32)
    real_image   = tf.cast(real_image, tf.float32)

    
    input_image  = tf.image.resize(input_image, [256, 256],method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)
    real_image   = tf.image.resize(real_image, [256, 256],method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)
    
    return input_image,real_image

In [41]:

def load_image_test(image_file):
    input_image, real_image = load_image_file_test(image_file)
    input_image, real_image = resize(input_image, real_image,
                                   IMG_HEIGHT, IMG_WIDTH)
    input_image, real_image = normalize(input_image, real_image)
    return input_image, real_image

In [42]:

!mkdir output_test

In [43]:

files2predict = os.listdir(str(PATH / 'test_data'))
frame_output_dict = {}
for i in range(len(files2predict)):

    file          = str(PATH / f'test_data/{files2predict[i]}')
    inp, re       = load_image_test(file)
    print(i)
    gen_output    = generator(inp[tf.newaxis, ...], training=True)
    
    
    gen_output    = gen_output.numpy()[0]
    
    fname         = file.replace('/content/test_data/image','clear')
    
    frame_output_dict[fname] = gen_output

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In [44]:

# Creating a clear directory
!rm -rf clear
!mkdir clear

In [47]:

import numpy as np
import glob


for idx in range(500):
    print(idx)
    img_array = []
    for i in range(1,25,1):
        filename = f'clear_{idx}_frame_{i}.jpg'

        print(filename)
        img = frame_output_dict[filename]
        img = (img+1)*127.5
        img = img.astype( np.uint8 )
        img = cv2.resize(img, (512,512))

        img_array.append(img)

    fourcc = cv2.VideoWriter_fourcc(*'mp4v') 
    out = cv2.VideoWriter(os.path.join("/content/clear", f"clear_{idx}.mp4"), fourcc, 24.0, (512,512))

    for i in range(len(img_array)):
        out.write(img_array[i])
    out.release()

Streaming output truncated to the last 5000 lines.
300
clear_300_frame_1.jpg
clear_300_frame_2.jpg
clear_300_frame_3.jpg
clear_300_frame_4.jpg
clear_300_frame_5.jpg
clear_300_frame_6.jpg
clear_300_frame_7.jpg
clear_300_frame_8.jpg
clear_300_frame_9.jpg
clear_300_frame_10.jpg
clear_300_frame_11.jpg
clear_300_frame_12.jpg
clear_300_frame_13.jpg
clear_300_frame_14.jpg
clear_300_frame_15.jpg
clear_300_frame_16.jpg
clear_300_frame_17.jpg
clear_300_frame_18.jpg
clear_300_frame_19.jpg
clear_300_frame_20.jpg
clear_300_frame_21.jpg
clear_300_frame_22.jpg
clear_300_frame_23.jpg
clear_300_frame_24.jpg
301
clear_301_frame_1.jpg
clear_301_frame_2.jpg
clear_301_frame_3.jpg
clear_301_frame_4.jpg
clear_301_frame_5.jpg
clear_301_frame_6.jpg
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clear_301_frame_22.jpg
clear_301_frame_23.jpg
clear_301_frame_24.jpg
302
clear_302_frame_1.jpg
clear_302_frame_2.jpg
clear_302_frame_3.jpg
clear_302_frame_4.jpg
clear_302_frame_5.jpg
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clear_302_frame_24.jpg
303
clear_303_frame_1.jpg
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clear_303_frame_5.jpg
clear_303_frame_6.jpg
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clear_303_frame_21.jpg
clear_303_frame_22.jpg
clear_303_frame_23.jpg
clear_303_frame_24.jpg
304
clear_304_frame_1.jpg
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clear_304_frame_4.jpg
clear_304_frame_5.jpg
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clear_304_frame_23.jpg
clear_304_frame_24.jpg
305
clear_305_frame_1.jpg
clear_305_frame_2.jpg
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306
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307
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308
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309
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310
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311
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312
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313
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314
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315
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316
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317
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326
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328
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330
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331
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332
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333
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334
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335
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336
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338
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339
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353
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355
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356
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357
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358
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359
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360
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361
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362
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363
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364
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365
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366
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367
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368
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369
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370
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371
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372
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373
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374
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375
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376
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377
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378
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379
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380
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381
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382
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383
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384
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385
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386
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387
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388
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389
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390
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391
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392
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394
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395
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397
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398
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399
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400
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404
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405
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408
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409
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410
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412
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413
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414
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415
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416
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417
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418
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419
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420
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421
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422
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423
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424
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425
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426
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427
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428
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429
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430
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431
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432
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433
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434
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435
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436
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437
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438
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439
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In [ ]:

from google.colab import drive
drive.mount('/content/drive')

In [ ]:

Content

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