Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/oskar-j/awesome-image-coloring
A curated list of awesome AI-powered image coloring frameworks, libraries and software.
https://github.com/oskar-j/awesome-image-coloring
List: awesome-image-coloring
awesome-list deep-learning deep-neural-networks image-colorization
Last synced: 2 months ago
JSON representation
A curated list of awesome AI-powered image coloring frameworks, libraries and software.
- Host: GitHub
- URL: https://github.com/oskar-j/awesome-image-coloring
- Owner: oskar-j
- License: cc0-1.0
- Created: 2019-06-02T10:38:20.000Z (over 5 years ago)
- Default Branch: master
- Last Pushed: 2023-02-05T13:50:34.000Z (over 1 year ago)
- Last Synced: 2024-05-23T06:32:12.980Z (5 months ago)
- Topics: awesome-list, deep-learning, deep-neural-networks, image-colorization
- Size: 24.4 KB
- Stars: 56
- Watchers: 4
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- fucking-awesome-awesomeness - Image coloring
- more-awesome - Image coloring - Software for Image Coloring. (Computer Science)
- awesome-awesomeness - Image coloring
README
# Awesome Software for Image Coloring [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
A curated list of awesome AI-powered image coloring frameworks, libraries and software. Inspired by `josephmisiti/awesome-machine-learning`. It's a good idea to explore the GitHub topic as well - [Topic "Image colorization"](https://github.com/topics/image-colorization). In comparison to the awesome list `MarkMoHR/Awesome-Image-Colorization` (which focuses on research papers), I focus on practical open-source software.
## Considerations
Most of the software runs in `Python`, and requires some kind of an AI frameworks (e.g. `Tensorflow`) - which means you may need a GPU with a configured `CUDA` toolkit to run it in a reasonable time.
## Frameworks and libraries
### :snake: Python
#### Tensorflow
* [Automatic Image Colorization](https://github.com/Armour/Automatic-Image-Colorization) - Automatic Image Colorization using TensorFlow based on Residual Encoder Network http://tinyclouds.org/colorize/
* [Image Colorization using Convolutional Networks](https://github.com/shekkizh/Colorization.tensorflow) - Image colorization using CNNs in tensorflow.
* [Image and video colorizer](https://github.com/PrimozGodec/ImageColorization) - Image and video colorizer is package for automatic image and video colorization. Models are already trained.
* [PIC - Probabilistic Image Colorization](https://github.com/ameroyer/PIC) - Probabilistic Image Colorization https://arxiv.org/abs/1705.04258
* [Photo Coloring Using End2end CNN based Model!](https://github.com/AbdelrahmanRadwan/photo-coloring) - A Deep Learning based coloring tool, which can color a black-white or gray picture.#### Tensorflow with GANs
* [Image Colorization with Generative Adversarial Networks](https://github.com/ImagingLab/Colorizing-with-GANs) -
Grayscale Image Colorization with Generative Adversarial Networks. https://arxiv.org/abs/1803.05400
* [Image-colorization-using-CycleGAN](https://github.com/ArkaJU/Image-Colorization-CycleGAN) - Colorization of grayscale images using CycleGAN in TensorFlow.#### Keras
* [Coloring Black and White photos with Neural Networks](https://github.com/emilwallner/Coloring-greyscale-images) - Coloring black and white images with deep learning.
* [JadeBlue96](https://github.com/JadeBlue96/Image-Colorization-of-Historical-Paintings) - Recolorizing grayscaled historical paintings and photos with Deep Learning using an Autoencoder CNN.
* [Image-Coloring](https://github.com/aman-chauhan/Image-Coloring) - Deep Neural Net for coloring grayscale images using local and global image features
* [Image-Colorization](https://github.com/thevarunsharma/Image-Colorization) - Automatic Image Colorization using a Convolutional Network (U-Net)#### Fast.AI
* [DeOldify](https://github.com/jantic/DeOldify) - A Deep Learning based project for colorizing and restoring old images.
#### Caffee
* [Colorful Image Colorization](https://github.com/richzhang/colorization) - Automatic colorization using deep neural networks. "Colorful Image Colorization." In ECCV, 2016. http://richzhang.github.io/colorization/
* [Interactive Deep Colorization](https://github.com/junyanz/interactive-deep-colorization) - Deep learning software for colorizing black and white images with a few clicks. https://richzhang.github.io/ideepcolor/#### PyTorch
* [Interactive Deep Colorization in PyTorch](https://github.com/richzhang/colorization-pytorch) - PyTorch reimplementation of Interactive Deep Colorization https://richzhang.github.io/ideepcolor/
* [Automatic Image Colorization](https://github.com/kainoj/colnet) - Automatic Image Colorization with Simultaneous Classification – based on "Let there be Color!".
* [Image colorization with GANs](https://github.com/karoly-hars/GAN_image_colorizing) - Image colorization with generative adversarial networks on the CIFAR10 dataset.
* [Colorful Image Colorization PyTorch](https://github.com/Time0o/pytorch-colorful-colorization) - A from-scratch PyTorch implementation of "Colorful Image Colorization" by Zhang et al. created for the Deep Learning in Data Science course at KTH Stockholm.
* [Colorful Image Colorization](https://github.com/Epiphqny/Colorization) - Pytorch implementation of the paper Colorful Image Colorization https://arxiv.org/abs/1603.08511
* [Square-Images-Colorization](https://github.com/done1892/Square-Images-Colorization) - Colorization algorithms for images depicting cities squares### C++
* [Beyond Landscapes: An Exemplar-based Image colorization method](https://github.com/saulo-p/Exemplar-Image-Colorization) - Exemplar-based Image Colorization method based on superpixel segmentation and classification.
### C#
* [StyleTransfer-Colorization-SuperResolution](https://github.com/ColorfulSoft/StyleTransfer-Colorization-SuperResolution) - Demonstration implementations of neural network image processing algorithms.
## Language-based colorization
* [SketchySceneColorization](https://github.com/SketchyScene/SketchySceneColorization) - Language-based Colorization of Scene Sketches. (SIGGRAPH Asia 2019) https://sketchyscene.github.io/SketchySceneColorization/
## Implementations / apps
### iOS
* [Colorizer iOS](https://github.com/alex011235/Colorizer-iOS) - Transform grayscale photos to color photos in iOS
## :books: Relevant knowledge, books and papers
* [Awesome-Image-Colorization](https://github.com/MarkMoHR/Awesome-Image-Colorization) - A collection of Deep Learning based Image Colorization and Video Colorization papers.
* [Build a Photo Restoration App with Python](https://www.youtube.com/watch?v=xgQpalRRW3A) - YouTube tutorial from AssemblyAI on how to build a photo restoration app with Python and Flask.
## :dark_sunglasses: Related awesome lists
* [Awesome Machine Learning](https://github.com/josephmisiti/awesome-machine-learning) - A curated list of awesome Machine Learning frameworks, libraries and software.
* [Awesome Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) - A curated list of awesome Deep Learning tutorials, projects and communities.
* [Awesome Deep Vision](https://github.com/kjw0612/awesome-deep-vision) - A curated list of deep learning resources for computer vision.