MarkMoHR / Awesome Image Colorization
📚 A collection of Deep Learning based Image Colorization and Video Colorization papers.
Stars: ✭ 370
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Awesome-Image-Colorization
A collection of Deep Learning based Image Colorization papers and corresponding source code/demo program, including Automatic and User Guided (i.e. with User Interaction) colorization, as well as video colorization.
Feel free to create a PR or an issue. (Pull Request is preferred)
Outline
1. Automatic Image Colorization
2. User Guided Image Colorization
2.1 Based on color strokes
2.2 Based on reference color image
2.3 Based on color palette
Image Type | Paper | Source | Code/Project Link |
---|---|---|---|
Natural Image | Palette-based Photo Recoloring | SIGGRAPH 2015 | [project] |
Manga | Comicolorization: Semi-Automatic Manga Colorization (also reference based) | SIGGRAPH Asia 2017 | [code] |
Natural Gray-Scale | Coloring with Words: Guiding Image Colorization Through Text-based Palette Generation (also text based) | ECCV 2018 | [code] |
Natural Gray-Scale | Example-Based Colourization Via Dense Encoding Pyramids (also reference based) | Pacific Graphics 2018 | [code] |
Natural Gray-Scale | Interactive Deep Colorization Using Simultaneous Global and Local Inputs (also strokes based) | ICASSP 2019 |
2.4 Based on language or text
Image Type | Paper | Source | Code/Project Link |
---|---|---|---|
Natural Gray-Scale / Sketch | Language-Based Image Editing with Recurrent Attentive Models | CVPR 2018 | [code] |
Natural Gray-Scale | Coloring with Words: Guiding Image Colorization Through Text-based Palette Generation (also palette based) | ECCV 2018 | [code] |
Natural Gray-Scale | Learning to Color from Language | NAACL 2018 | [code] |
Line art | Tag2Pix: Line Art Colorization Using Text Tag With SECat and Changing Loss | ICCV 2019 | [code] [code2 (GUI)] |
Scene Sketch | Language-based Colorization of Scene Sketches | SIGGRAPH Asia 2019 | [code] [project] |
3. Video Colorization
3.1 Automatically
Image Type | Paper | Source | Code/Project Link |
---|---|---|---|
Natural Gray-Scale | Fully Automatic Video Colorization with Self-Regularization and Diversity | CVPR 2019 | [code] |
3.2 Based on reference
Image Type | Paper | Source | Code/Project Link |
---|---|---|---|
Natural Gray-Scale | Switchable Temporal Propagation Network | ECCV 2018 | |
Natural Gray-Scale | Tracking Emerges by Colorizing Videos | ECCV 2018 | [code] |
Natural Gray-Scale | Deep Exemplar-based Video Colorization | CVPR 2019 | [code] |
Natural Gray-Scale | DeepRemaster: Temporal Source-Reference Attention Networks for Comprehensive Video Enhancement | SIGGRAPH Asia 2019 | [code] [project] |
Line art | Deep Line Art Video Colorization with a Few References | 2003.10685 | |
Natural Gray-Scale | Reference-Based Video Colorization with Spatiotemporal Correspondence | 2011.12528 |
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