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Colorization

38 papers with code · Computer Vision

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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

255
21 May 2020

Towards Lifelong Self-Supervision For Unpaired Image-to-Image Translation

31 Mar 2020vict0rsch/LiSS

Unpaired Image-to-Image Translation (I2IT) tasks often suffer from lack of data, a problem which self-supervised learning (SSL) has recently been very popular and successful at tackling.

COLORIZATION CONTINUAL LEARNING IMAGE-TO-IMAGE TRANSLATION SELF-SUPERVISED LEARNING

2
31 Mar 2020

Nanoscale Microscopy Images Colorization Using Neural Networks

17 Dec 2019isrugeek/semcolour

Microscopy images are powerful tools and widely used in the majority of research areas, such as biology, chemistry, physics and materials fields by various microscopies (scanning electron microscope (SEM), atomic force microscope (AFM) and the optical microscope, et al.).

COLORIZATION STYLE TRANSFER

0
17 Dec 2019

ColorFool: Semantic Adversarial Colorization

CVPR 2020 smartcameras/ColorFool

Instead, adversarial attacks that generate unrestricted perturbations are more robust to defenses, are generally more successful in black-box settings and are more transferable to unseen classifiers.

ADVERSARIAL ATTACK COLORIZATION DENOISING OBJECT CLASSIFICATION

8
25 Nov 2019

Language-based Colorization of Scene Sketches

Transactions on Graphics 2019 SketchyScene/SketchySceneColorization

Being natural, touchless, and fun-embracing, language-based inputs have been demonstrated effective for various tasks from image generation to literacy education for children.

COLORIZATION IMAGE GENERATION SCENE UNDERSTANDING SKETCH

55
17 Nov 2019

Adversarial Colorization Of Icons Based On Structure And Color Conditions

3 Oct 2019jxcodetw/Adversarial-Colorization-Of-Icons-Based-On-Structure-And-Color-Conditions

For the evaluation, we compared our dual conditional GAN to several state-of-the-art techniques.

COLORIZATION

69
03 Oct 2019

Unsupervised Sketch-to-Photo Synthesis

18 Sep 2019rt219/Unpaired-Sketch-to-Photo-Translation

Humans can envision a realistic photo given a free-hand sketch that is not only spatially imprecise and geometrically distorted but also without colors and visual details.

COLORIZATION DATA AUGMENTATION DENOISING IMAGE GENERATION SKETCH-BASED IMAGE RETRIEVAL

18
18 Sep 2019

Tag2Pix: Line Art Colorization Using Text Tag With SECat and Changing Loss

ICCV 2019 blandocs/Tag2Pix

A GAN approach is proposed, called Tag2Pix, of line art colorization which takes as input a grayscale line art and color tag information and produces a quality colored image.

LINE ART COLORIZATION

167
16 Aug 2019

ChromaGAN: Adversarial Picture Colorization with Semantic Class Distribution

23 Jul 2019pvitoria/ChromaGAN

In this paper, we propose an adversarial learning colorization approach coupled with semantic information.

COLORIZATION

36
23 Jul 2019

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

153
04 Jul 2019