Image colorization is a computer vision task that involves adding colors to grayscale or black and white images. This task has become increasingly popular in recent years, as colorized images can bring new life to historical photographs and help preserve our cultural heritage. In this article, we will be exploring the 10 best datasets for image colorization in 2023, which will provide valuable insights and help researchers and practitioners develop models that can produce high-quality colorized images.
Dataset Name | Type of Data | Size | Popularity | Download Link | Description |
---|---|---|---|---|---|
CIFAR-10 | Image | 50,000 32×32 color training images and 10,000 test images | Popular | https://www.cs.toronto.edu/~kriz/cifar.html | The CIFAR-10 dataset consists of 50,000 32×32 color training images and 10,000 test images, labeled over 10 categories. It can be used for image colorization as a pre-training dataset. |
ImageNet | Image | 1.4 million high-resolution images | Popular | http://www.image-net.org/ | ImageNet is a large-scale image dataset that can be used for image colorization as a pre-training dataset. |
COCO | Image | 330,000 images | Popular | http://cocodataset.org/#download | Common Objects in Context (COCO) is a large-scale image dataset that can be used for image colorization as a pre-training dataset. |
STL-10 | Image | 5000 color images | Popular | http://ai.stanford.edu/~acoates/stl10/ | The STL-10 dataset consists of 5000 color images that can be used for image colorization as a pre-training dataset. |
MINC | Image | 20,000 images | Popular | https://github.com/minc-dataset/minc-dataset | MINC is a large-scale image dataset with 20,000 images that can be used for image colorization as a pre-training dataset. |
DTD | Image | 5,000 images | Popular | https://www.robots.ox.ac.uk/~vgg/data/dtd/ | Describable Textures Dataset (DTD) is an image dataset that can be used for image colorization as a pre-training dataset. |
Places365 | Image | 1.8 million images | Popular | http://places2.csail.mit.edu/download.html | Places365 is a large-scale image dataset that can be used for image colorization as a pre-training dataset. |
PASCAL VOC | Image | 20,000 images | Popular | http://host.robots.ox.ac.uk/pascal/VOC/voc2012/VOCtrainval_11-May-2012.tar | PASCAL Visual Object Classes (VOC) is a image dataset that can be used for image colorization as a pre-training dataset. |
CelebA | Image | 202,599 face images | Popular | http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html | The CelebFaces Attributes (CelebA) dataset is a large-scale face image dataset that can be used for image colorization as a pre-training dataset. |
SUN397 | Image | 108,754 images | Popular | http://vision.princeton.edu/projects/2010/SUN/ | Scene UNderstanding (SUN) dataset is an image dataset that can be used for image colorization as a pre-training dataset. |