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IMGCOL

[Getting Started Notebook] IMGCOL Challange

This is a Baseline Code to get you started with the challenge.

gauransh_k

AIcrowd-Logo

Getting Started Code for IMGCOL Challenge on AIcrowd

Author : Gauransh Kumar, Shubhamai

Download Dataset 📚

Here we are downloading all datasets needed to train the model & making predictions

In [1]:
!pip install aicrowd-cli

Collecting aicrowd-cli
  Downloading aicrowd_cli-0.1.14-py3-none-any.whl (50 kB)
     |████████████████████████████████| 50 kB 2.9 MB/s 
Collecting requests<3,>=2.25.1
  Downloading requests-2.27.1-py2.py3-none-any.whl (63 kB)
     |████████████████████████████████| 63 kB 1.7 MB/s 
Collecting rich<11,>=10.0.0
  Downloading rich-10.16.2-py3-none-any.whl (214 kB)
     |████████████████████████████████| 214 kB 37.0 MB/s 
Collecting GitPython==3.1.18
  Downloading GitPython-3.1.18-py3-none-any.whl (170 kB)
     |████████████████████████████████| 170 kB 47.3 MB/s 
Collecting requests-toolbelt<1,>=0.9.1
  Downloading requests_toolbelt-0.9.1-py2.py3-none-any.whl (54 kB)
     |████████████████████████████████| 54 kB 2.8 MB/s 
Collecting toml<1,>=0.10.2
  Downloading toml-0.10.2-py2.py3-none-any.whl (16 kB)
Collecting python-slugify<6,>=5.0.0
  Downloading python_slugify-5.0.2-py2.py3-none-any.whl (6.7 kB)
Collecting pyzmq==22.1.0
  Downloading pyzmq-22.1.0-cp37-cp37m-manylinux1_x86_64.whl (1.1 MB)
     |████████████████████████████████| 1.1 MB 45.4 MB/s 
Requirement already satisfied: semver<3,>=2.13.0 in /usr/local/lib/python3.7/dist-packages (from aicrowd-cli) (2.13.0)
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: tqdm<5,>=4.56.0 in /usr/local/lib/python3.7/dist-packages (from aicrowd-cli) (4.63.0)
Collecting gitdb<5,>=4.0.1
  Downloading gitdb-4.0.9-py3-none-any.whl (63 kB)
     |████████████████████████████████| 63 kB 1.7 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) (3.10.0.2)
Collecting smmap<6,>=3.0.1
  Downloading smmap-5.0.0-py3-none-any.whl (24 kB)
Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify<6,>=5.0.0->aicrowd-cli) (1.3)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2021.10.8)
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: 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: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2.0.12)
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 7.3 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, toml, rich, requests-toolbelt, pyzmq, python-slugify, 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: pyzmq
    Found existing installation: pyzmq 22.3.0
    Uninstalling pyzmq-22.3.0:
      Successfully uninstalled pyzmq-22.3.0
  Attempting uninstall: python-slugify
    Found existing installation: python-slugify 6.1.1
    Uninstalling python-slugify-6.1.1:
      Successfully uninstalled python-slugify-6.1.1
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 2.27.1 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-0.1.14 colorama-0.4.4 commonmark-0.9.1 gitdb-4.0.9 python-slugify-5.0.2 pyzmq-22.1.0 requests-2.27.1 requests-toolbelt-0.9.1 rich-10.16.2 smmap-5.0.0 toml-0.10.2
In [2]:
%load_ext aicrowd.magic
In [3]:
%aicrowd login

Please login here: https://api.aicrowd.com/auth/cRjHdxTQa4ntZ_zhF0Y3HOLCA2vJT9HOduS3P--qsjA
API Key valid
Gitlab access token valid
Saved details successfully!
In [5]:
!rm -rf data
!mkdir data
%aicrowd ds dl -c imgcol -o data

Error in downloading dataset https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/imgcol/v0.1/validation_black_white_images.zip 
Error in downloading dataset https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/imgcol/v0.1/test_black_white_images.zip
In [8]:
!unzip data/train_black_white_images-v2.zip  -d data/
!unzip data/train_color_images-v2.zip -d data/
!unzip data/validation_black_white_images-v2.zip  -d data/
!unzip data/validation_color_images-v2.zip  -d data/
!unzip data/test_black_white_images-v2.zip -d data/

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Importing Libraries

Here we are importing all the necessary libraries we need for training & submitting our predictions. We will be use PyTorch for that!

In [9]:
import torch
import os
import cv2
import albumentations as A
from torch.utils.data import DataLoader, Dataset, Subset
import torch.optim as optim
import torch.nn as nn
import torch.nn.functional as F
import torchvision.models as models
import numpy as np
import matplotlib.pyplot as plt
import shutil
from tqdm.notebook import tqdm
from PIL import Image

Creating Random Submission

Here we are creating a submission file which contains color images of random pixels

In [15]:
class CreateDataset(Dataset):
  
  def __init__(self, gray_path, color_path=None):
    self.gray_path = gray_path
    self.color_path = color_path

    self.gray_imgs_paths = os.listdir(self.gray_path)

  def __getitem__(self, idx):
    
    if self.color_path:

      gray_img = cv2.imread(f"{self.gray_path}/{self.gray_imgs_paths[idx]}", 0)
      color_img = cv2.imread(f"{self.color_path}/{self.gray_imgs_paths[idx]}")

      # gray_img = cv2.resize(gray_img, (512, 512))
      # color_img = cv2.resize(color_img, (512, 512))

      gray_img = gray_img[np.newaxis, :, :]

      gray_img = torch.tensor(gray_img)
      color_img = torch.tensor(color_img)

      return gray_img, color_img.permute(2, 0, 1)

    else:
      
      gray_img = cv2.imread(f"{self.gray_path}/{self.gray_imgs_paths[idx]}", 0)

      gray_img = gray_img[np.newaxis, :, :]

      gray_img = torch.tensor(gray_img)
      img_id = self.gray_imgs_paths[idx]

      return gray_img, img_id
  
  
  def __len__(self):

    return len(self.gray_imgs_paths)

train_class = CreateDataset("data/train_black_white_images-v2", "data/train_color_images-v2")
train_loader = torch.utils.data.DataLoader(train_class, batch_size=4, shuffle=True)

test_class = CreateDataset("data/test_black_white_images-v2")
test_loader = torch.utils.data.DataLoader(test_class, batch_size=4, shuffle=True)

Creating Model

Here we are creating our model with resnet and custom layers.

In [17]:
class ColorizationNet(nn.Module):

  """
  From https://lukemelas.github.io/image-colorization.html
  """

  def __init__(self, input_size=512):
    super(ColorizationNet, self).__init__()
    MIDLEVEL_FEATURE_SIZE = 128

 
    resnet = models.resnet18(num_classes=365) 
    resnet.conv1.weight = nn.Parameter(resnet.conv1.weight.sum(dim=1).unsqueeze(1)) 
    self.midlevel_resnet = nn.Sequential(*list(resnet.children())[0:6])

    self.upsample = nn.Sequential(     
      nn.Conv2d(MIDLEVEL_FEATURE_SIZE, 128, kernel_size=3, stride=1, padding=1),
      nn.BatchNorm2d(128),
      nn.ReLU(),
      nn.Upsample(scale_factor=2),
      nn.Conv2d(128, 64, kernel_size=3, stride=1, padding=1),
      nn.BatchNorm2d(64),
      nn.ReLU(),
      nn.Conv2d(64, 64, kernel_size=3, stride=1, padding=1),
      nn.BatchNorm2d(64),
      nn.ReLU(),
      nn.Upsample(scale_factor=2),
      nn.Conv2d(64, 32, kernel_size=3, stride=1, padding=1),
      nn.BatchNorm2d(32),
      nn.ReLU(),
      nn.Conv2d(32, 3, kernel_size=3, stride=1, padding=1),
      nn.Upsample(scale_factor=2)
    )

  def forward(self, input):

    midlevel_features = self.midlevel_resnet(input)
    output = self.upsample(midlevel_features)
    return output
In [18]:
model = ColorizationNet()
In [19]:
# Putting sample image and getting predictions

sample_img = torch.tensor(np.random.rand(1, 1, 512, 512)).float()
plt.imshow(sample_img[0][0])
prediction = model(sample_img)
In [20]:
plt.imshow(prediction.detach().numpy()[0].transpose(2, 1, 0))
Out[20]:
<matplotlib.image.AxesImage at 0x7fe9c9083110>

Training 🚂

In [21]:
# Setting up optimizer & loss

optimizer = torch.optim.Adam(model.parameters(), lr=1e-2, weight_decay=0.0)
criterion = nn.MSELoss()
In [22]:
use_gpu = torch.cuda.is_available()

if use_gpu: 
  criterion = criterion.cuda()
  model = model.cuda()

model.train()

for i, (input_gray, target) in enumerate(train_loader):

    if use_gpu: input_gray, target = input_gray.cuda().float(), target.cuda().float()

    prediction = model(input_gray) 
    loss = criterion(prediction.float(), target) 
    #losses.update(loss.item(), input_gray.size(0))

    optimizer.zero_grad()
    loss.backward()
    optimizer.step()

    if i % 50 == 0:
      print("loss", loss)

loss tensor(22148.3828, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1018.0851, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(720.0300, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1999.6674, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(895.2782, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1408.5511, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(2238.4138, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1037.5388, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1533.7695, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(2219.4473, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1545.9160, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1082.6411, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(897.3571, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1054.3848, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(2983.1609, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1051.7366, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1418.9154, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(812.2151, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(924.3188, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(985.4838, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(843.0724, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1772.4165, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(3666.8279, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(763.9276, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(963.1470, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1111.7899, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1383.7266, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1196.3479, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1193.2349, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1258.1838, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1316.9423, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(994.2968, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(834.7546, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(770.6993, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1209.0955, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(614.5893, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1253.9545, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(692.9487, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(673.5153, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(771.7274, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(822.7443, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(952.4577, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(585.9019, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(680.1801, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1284.7192, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(537.7256, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1027.7675, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(514.8917, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(704.9935, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(797.6967, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(568.2585, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(884.9943, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1401.1794, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(521.0802, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(673.1028, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(462.2254, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(546.2246, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(605.6762, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(597.2349, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(477.0399, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(603.3151, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1249.8557, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(470.5942, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(922.4889, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1375.5012, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1140.1229, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1081.2391, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(379.3877, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(489.7807, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(615.8572, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(421.8586, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(557.5121, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(659.2405, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1661.9031, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(481.5464, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(391.4357, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(395.0911, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(583.3330, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(793.3773, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(754.3171, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(700.0630, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(478.5237, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(736.8831, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1141.6970, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(435.1075, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1081.4460, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(2315.1956, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(677.2502, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(699.4809, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(440.0832, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(767.8427, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(732.9797, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(611.8976, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(854.8834, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(879.5435, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1098.1802, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(1408.4043, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(746.9860, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(697.5737, device='cuda:0', grad_fn=<MseLossBackward0>)
loss tensor(732.8047, device='cuda:0', grad_fn=<MseLossBackward0>)

Testing Predictions

Here we are making test predictions & submitting our predictions

In [23]:
%rm -rf submission
In [24]:
test_imgs_paths = os.listdir("data/test_black_white_images-v2")
os.makedirs("test_color_images", exist_ok=True)

model.eval()

with torch.no_grad():

  for i, (input_gray, img_id) in enumerate(tqdm(test_loader)):

    predictions = model(input_gray.cuda().float())

    for n, prediction in enumerate(predictions):
      
      prediction = prediction.detach().cpu().numpy().transpose(2, 1, 0)

      cv2.imwrite(f"test_color_images/{img_id[n]}", prediction)
In [25]:
!zip -r "first_submission.zip" "test_color_images/"

Streaming output truncated to the last 5000 lines.
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Submitting our Predictions

In [26]:
!aicrowd submission create -c imgcol -f first_submission.zip

first_submission.zip ━━━━━━━━━━━━━━ 100.0% • 292.4/292.4 MB • 2.2 MB/s • 0:00:00
                                            ╭─────────────────────────╮                                             
                                            │ Successfully submitted! │                                             
                                            ╰─────────────────────────╯                                             
                                                  Important links                                                   
┌──────────────────┬───────────────────────────────────────────────────────────────────────────────────────────────┐
│  This submission │ https://www.aicrowd.com/challenges/ai-blitz-5/problems/imgcol/submissions/176734              │
│                  │                                                                                               │
│  All submissions │ https://www.aicrowd.com/challenges/ai-blitz-5/problems/imgcol/submissions?my_submissions=true │
│                  │                                                                                               │
│      Leaderboard │ https://www.aicrowd.com/challenges/ai-blitz-5/problems/imgcol/leaderboards                    │
│                  │                                                                                               │
│ Discussion forum │ https://discourse.aicrowd.com/c/ai-blitz-5                                                    │
│                  │                                                                                               │
│   Challenge page │ https://www.aicrowd.com/challenges/ai-blitz-5/problems/imgcol                                 │
└──────────────────┴───────────────────────────────────────────────────────────────────────────────────────────────┘
{'submission_id': 176734, 'created_at': '2022-03-14T12:46:01.700Z'}

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