圖像上色 (Image-Colorization) 論文、代碼大彙總

基于深度學習的圖像上色論文、代碼、demo的大彙總。圖像上色方式包括全自動上色（Automatic Colorization）和使用者互動上色（User Guided / Interaction Colorization）。

Github上持續更新：https://github.com/MarkMoHR/Awesome-Image-Colorization

目錄

• 全自動圖像上色
• 使用者互動圖像上色
  • 基于顔色提示的上色
  • 基于彩色參考圖的上色
  • 基于顔色色塊的上色
  • 基于語言/文字的上色

1. 全自動圖像上色

論文	發表處	代碼/項目連結
Learning Large-Scale Automatic Image Colorization	ICCV 2015	[project] [code]
Deep Colorization	ICCV 2015
Learning Representations for Automatic Colorization	ECCV 2016	[project] [code]
Colorful Image Colorization	ECCV 2016	[project] [code]
Let there be Color!: Joint End-to-end Learning of Global and Local Image Priors for Automatic Image Colorization with Simultaneous Classification	SIGGRAPH 2016	[project] [code]
Unsupervised Diverse Colorization via Generative Adversarial Networks	ECML-PKDD 2017	[code]
Learning Diverse Image Colorization	CVPR 2017	[code]
Structural Consistency and Controllability for Diverse Colorization	ECCV 2018
Pixelated Semantic Colorization	1901.10889

2. 使用者互動圖像上色

2.1 基于顔色提示的上色

圖像類型	論文	發表處	代碼/項目連結
漫畫	Manga colorization	SIGGRAPH 2006
線稿 / 草圖	Auto-painter: Cartoon Image Generation from Sketch by Using Conditional Generative Adversarial Networks	1705.01908	[code]
灰階自然圖像	Real-Time User-Guided Image Colorization with Learned Deep Priors	SIGGRAPH 2017	[project] [code1] [code2]
草圖	Scribbler: Controlling Deep Image Synthesis with Sketch and Color	CVPR 2017
線稿	User-Guided Deep Anime Line Art Colorization with Conditional Adversarial Networks	ACM MM 2018	[code]
線稿	Two-stage Sketch Colorization	SIGGRAPH Asia 2018	[code]
線稿 / 草圖	Outline Colorization through Tandem Adversarial Networks	Online Demo	[Demo] [code]
線稿	Paints Chainer	Online Demo	[Demo] [code]
線稿	Style2paints	Online Demo	[Demo] [code]
漫畫	MangaCraft	Online Demo	[Demo]

2.2 基于彩色參考圖的上色

圖像類型	論文	發表處	代碼/項目連結
漫畫	Comicolorization: Semi-Automatic Manga Colorization (also palette based)	SIGGRAPH Asia 2017	[code]
草圖	TextureGAN: Controlling Deep Image Synthesis with Texture Patches	CVPR 2018	[code]
灰階自然圖像	Deep Exemplar-based Colorization	SIGGRAPH 2018	[code]
灰階自然圖像	Example-Based Colourization Via Dense Encoding Pyramids (also palette based)	Pacific Graphics 2018	[code]
灰階自然圖像	A Superpixel-based Variational Model for Image Colorization	TVCG 2019

2.3 基于顔色色塊的上色

圖像類型	論文	發表處	代碼/項目連結
自然圖像	Palette-based Photo Recoloring	SIGGRAPH 2015	[project]
漫畫	Comicolorization: Semi-Automatic Manga Colorization (also reference based)	SIGGRAPH Asia 2017	[code]
灰階自然圖像	Coloring with Words: Guiding Image Colorization Through Text-based Palette Generation (also text based)	ECCV 2018	[code]
灰階自然圖像	Example-Based Colourization Via Dense Encoding Pyramids (also reference based)	Pacific Graphics 2018	[code]

2.4 基于語言/文字的上色

圖像類型	論文	發表處	代碼/項目連結
灰階自然圖像 / 草圖	Language-Based Image Editing with Recurrent Attentive Models	CVPR 2018	[code]
灰階自然圖像	Coloring with Words: Guiding Image Colorization Through Text-based Palette Generation (also palette based)	ECCV 2018	[code]
場景草圖	LUCSS: Language-based User-customized Colorization of Scene Sketches	1808.10544	[code]