About

Colorization is the process of adding plausible color information to monochrome photographs or videos. Colorization is a highly undetermined problem, requiring mapping a real-valued luminance image to a three-dimensional color-valued one, that has not a unique solution.

Source: ChromaGAN: An Adversarial Approach for Picture Colorization

Benchmarks

No evaluation results yet. Help compare methods by submit evaluation metrics.

Subtasks

Datasets

Greatest papers with code

Colorization Transformer

ICLR 2021 google-research/google-research

We present the Colorization Transformer, a novel approach for diverse high fidelity image colorization based on self-attention.

COLORIZATION

Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN

11 Jun 2017lllyasviel/style2paints

Recently, with the revolutionary neural style transferring methods, creditable paintings can be synthesized automatically from content images and style images.

COLORIZATION STYLE TRANSFER

Colorful Image Colorization

28 Mar 2016richzhang/colorization

We embrace the underlying uncertainty of the problem by posing it as a classification task and use class-rebalancing at training time to increase the diversity of colors in the result.

COLORIZATION SELF-SUPERVISED IMAGE CLASSIFICATION

Real-Time User-Guided Image Colorization with Learned Deep Priors

8 May 2017junyanz/interactive-deep-colorization

The system directly maps a grayscale image, along with sparse, local user "hints" to an output colorization with a Convolutional Neural Network (CNN).

COLORIZATION

GIMP-ML: Python Plugins for using Computer Vision Models in GIMP

27 Apr 2020kritiksoman/GIMP-ML

Apart from these, several image manipulation techniques using these plugins have been compiled and demonstrated in the YouTube channel (https://youtube. com/user/kritiksoman) with the objective of demonstrating the use-cases for machine learning based image modification.

COLORIZATION DEBLURRING DENOISING IMAGE INPAINTING IMAGE MANIPULATION IMAGE SUPER-RESOLUTION MONOCULAR DEPTH ESTIMATION SEMANTIC SEGMENTATION SINGLE IMAGE DEHAZING VIDEO FRAME INTERPOLATION

Instance-aware Image Colorization

CVPR 2020 ericsujw/InstColorization

Previous methods leverage the deep neural network to map input grayscale images to plausible color outputs directly.

COLORIZATION

Deep Exemplar-based Colorization

17 Jul 2018msracver/Deep-Exemplar-based-Colorization

More importantly, as opposed to other learning-based colorization methods, our network allows the user to achieve customizable results by simply feeding different references.

COLORIZATION IMAGE RETRIEVAL

Deep Koalarization: Image Colorization using CNNs and Inception-ResNet-v2

9 Dec 2017baldassarreFe/deep-koalarization

We review some of the most recent approaches to colorize gray-scale images using deep learning methods.

COLORIZATION

Guided Image Generation with Conditional Invertible Neural Networks

4 Jul 2019VLL-HD/FrEIA

We demonstrate these properties for the tasks of MNIST digit generation and image colorization.

COLORIZATION IMAGE GENERATION

Improving Video Generation for Multi-functional Applications

30 Nov 2017bernhard2202/improved-video-gan

In this paper, we aim to improve the state-of-the-art video generative adversarial networks (GANs) with a view towards multi-functional applications.

COLORIZATION FUTURE PREDICTION VIDEO GENERATION VIDEO INPAINTING