Clouds Removal
Solution for submission 152002
A detailed solution for submission 152002 submitted for challenge Clouds Removal
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)
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Collecting rich<11,>=10.0.0
Downloading rich-10.6.0-py3-none-any.whl (208 kB)
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Collecting requests-toolbelt<1,>=0.9.1
Downloading requests_toolbelt-0.9.1-py2.py3-none-any.whl (54 kB)
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Collecting tqdm<5,>=4.56.0
Downloading tqdm-4.62.0-py2.py3-none-any.whl (76 kB)
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Collecting GitPython==3.1.18
Downloading GitPython-3.1.18-py3-none-any.whl (170 kB)
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Collecting requests<3,>=2.25.1
Downloading requests-2.26.0-py2.py3-none-any.whl (62 kB)
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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)
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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)
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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)
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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 [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 [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>