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
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 |
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] |
Image Type | Paper | Source | Code/Project Link |
---|---|---|---|
Natural Gray-Scale | Fully Automatic Video Colorization with Self-Regularization and Diversity | CVPR 2019 | [code] |
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 | |
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 |