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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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>