IMGCOL
[Getting Started Notebook] IMGCOL Challange
This is a Baseline Code to get you started with the challenge.
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)
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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, 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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