Image Colorization

52 papers with code • 2 benchmarks • 2 datasets

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Most implemented papers

Colorful Image Colorization

richzhang/colorization 28 Mar 2016

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.

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

baldassarreFe/deep-koalarization 9 Dec 2017

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

Image Colorization with Generative Adversarial Networks

ImagingLab/Colorizing-with-GANs 14 Mar 2018

Over the last decade, the process of automatic image colorization has been of significant interest for several application areas including restoration of aged or degraded images.

Guided Image Generation with Conditional Invertible Neural Networks

VLL-HD/FrEIA 4 Jul 2019

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

Composer: Creative and Controllable Image Synthesis with Composable Conditions

damo-vilab/composer 20 Feb 2023

Recent large-scale generative models learned on big data are capable of synthesizing incredible images yet suffer from limited controllability.

Wavelet Transform-assisted Adaptive Generative Modeling for Colorization

yqx7150/WACM 9 Jul 2021

Unsupervised deep learning has recently demonstrated the promise of producing high-quality samples.

Learning Representations for Automatic Colorization

gustavla/autocolorize 22 Mar 2016

This intermediate output can be used to automatically generate a color image, or further manipulated prior to image formation.

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

junyanz/interactive-deep-colorization 8 May 2017

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

Automatic Temporally Coherent Video Colorization

Harry-Thasarathan/TCVC 21 Apr 2019

This paper proposes a method to colorize line art frames in an adversarial setting, to create temporally coherent video of large anime by improving existing image to image translation methods.