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MarkMoHR

Awesome-Image-Colorization

:books: A collection of Deep Learning based Image Colorization and Video Colorization papers.

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创建于 2018-11-10 · 更新于 2026-10-14 · 今日第 11323 名
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MarkMoHR/Awesome-Image-Colorization 排名第 11,323，有 1,167 个星标。

同类别比较

MarkMoHR/Awesome-Image-Colorization 排名第 11,323，此处有 8 个同类条目；amusi/TensorFlow-From-Zero-To-One 排名第 11,330。

同类别比较
名称排名指标
ashishpatel26/Treasure-of-Transformers11,264
语言:
Jupyter Notebook
星标数:
1,183
分叉数:
240
简介:
💁 Awesome Treasure of Transformers Models for Natural Language processing contains papers, videos, blogs, official repo along with colab Notebooks. 🛫☑️
currenjin/site-for-developers11,278
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🌎💎 개발자들의 첫 번째 북마크
uncbiag/Awesome-Foundation-Models11,291
星标数:
1,176
分叉数:
64
简介:
A curated list of foundation models for vision and language tasks
curieuxjy/Awesome_Quadrupedal_Robots11,304
语言:
Python
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1,171
分叉数:
97
简介:
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amusi/TensorFlow-From-Zero-To-One11,330
语言:
Jupyter Notebook
星标数:
1,165
分叉数:
332
简介:
TensorFlow 最佳学习资源大全（含课程、书籍、博客、公开课等内容）
Rishabh-creator601/Books11,339
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1,162
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276
简介:
Books / PDFS / EPUBS for different fields of programming . READ GROW AND ENJOY 😊😊😊😊
yuewang-cuhk/awesome-vision-language-pretraining-papers11,349
星标数:
1,160
分叉数:
104
简介:
Recent Advances in Vision and Language PreTrained Models (VL-PTMs)
daochenzha/data-centric-AI11,356
星标数:
1,158
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简介:
A curated, but incomplete, list of data-centric AI resources.
关键参数与规格
关键参数与规格
参数值
类别Lists
子类别Paper collections
关键词Image production
星标数1,167
分叉数111
贡献者7
创建日期2018-11-10
更新日期2026-10-14
1 天星标数0
7 天星标数2
排名11,323
上次排名5,938
排名变化-5,385
7 天星标排名8,198
上次 7 天星标排名8,260
7 天星标排名变化62
总星标排名9,923
上次总星标排名9,910
总星标排名变化-13
国家China
README 摘录

Awesome-Image-Colorization A collection of **Deep Learning** based Image Colorization papers and corresponding source code/demo program, including Automatic and User Guided (*i. * with User Interaction) colorization, as well as video colorization. fm | Emil Wallner | [[link]]( | | ArtImageHub | artimagehub. : Joint End-to-end Learning of Global and Local Image Priors for Automatic Image Colorization with Simultaneous Classification | SIGGRAPH 2016 | [[project]]( [[code]]( | | Learning Diverse Image Colorization | CVPR 2017 | [[code]]( | | Structural Consistency and Controllability for Diverse Colorization | ECCV 2018 | | | Coloring With Limited

Data: Few-Shot Colorization via Memory Augmented Networks | CVPR 2019 | [[project]]( Unofficial: [[code (PyTorch)]]( | ChromaGAN: Adversarial Picture Colorization with Semantic Class Distribution | WACV 2020 | [[code]]( | | Instance-aware Image Colorization | CVPR 2020 | [[code]]( [[project]]( | | Pixelated Semantic Colorization | IJCV 2020 | | | Colorization Transformer | ICLR 2021 | [[code]]( | | Focusing on Persons: Colorizing Old Images Learning from Modern Historical Movies | ACM MM 2021 | [[code]]( | | Towards Vivid and Diverse Image Colorization with Generative Color Prior | ICCV 2021 | [[code]]( | | SCSNet: An Efficient Paradigm for Learning Simultaneously Image Colorization

and Super-Resolution (also reference based) | AAAI 2022 | | | Bridging the Domain Gap towards Generalization in Automatic Colorization | ECCV 2022 | [[code]]( | | ColorFormer: Image Colorization via Color Memory assisted Hybrid-attention Transformer | ECCV 2022 | [[code]]( | | BigColor: Colorization using a Generative Color Prior for Natural Images | ECCV 2022 | [[project]]( [[code]]( | | CT2: Colorization Transformer via Color Tokens | ECCV 2022 | [[code]]( | | Disentangled Image Colorization via Global Anchors | SIGGRAPH Asia 2022 | [[code]]( [[project]]( | | UniColor: A Unified Framework for Multi-Modal Colorization with Transformer (also multi-modal

) | SIGGRAPH Asia 2022 | [[project]]( | | Improved Diffusion-based Image Colorization via Piggybacked Models | arxiv 23. 04 | [[project]]( | | DDColor: Towards Photo-Realistic and Semantic-Aware Image Colorization via Dual Decoders | ICCV 2023 | [[code]]( [[project]]( | | Diffusing Colors: Image Colorization with Text Guided Diffusion (also text-based) | SIGGRAPH Asia 2023 | [[project]]( | | Automatic Controllable Colorization via Imagination | CVPR 2024 | [[code]]( [[project]]( | | Control Color: Multimodal Diffusion-based Interactive Image Colorization | arxiv 24. 08834 | [[code]]( | | Sketch | Scribbler: Controlling Deep Image Synthesis with Sketch and Color | CVPR 2017

| | | Line art / Sketch | Auto-painter: Cartoon Image Generation from Sketch by Using Conditional Generative Adversarial Networks | Neurocomputing 2018 | [[code]]( | | Line art | User-Guided Deep Anime Line Art Colorization with Conditional Adversarial Networks | ACM MM 2018 | [[code]]( | | Line art | Two-stage Sketch Colorization | SIGGRAPH Asia 2018 | [[Project]]( | | Line art | User-Guided Line Art Flat Filling with Split Filling Mechanism | CVPR 2021 | [[Project]]( [[code]]( | | Line art | Dual Color Space Guided Sketch Colorization | TIP 2021 | | | Line art | Delaunay Painting: Perceptual Image Colouring from

Raster Contours with Gaps | CGF 2022 | | | Line art | FlatGAN: A Holistic Approach for Robust Flat-Coloring in High-Definition with Understanding Line Discontinuity | ACM MM 2023 | [[code]]( | | Line art | Winding Number Features for Vector Sketch Colorization | CGF 2024 | | | Line art | KISSColor: Kinetic and Intuitive Stroke Stretching for Vector Drawing Colorization | SIGGRAPH Asia 2025 | | | Line art | Hint-AUC: Deterministic Region-based Hint Generation for Line Art Colorization Evaluation | TVCG 2026 | | 2. 12 | [[code]]( [[webpage]]( | | Line art / Sketch | MangaNinja: Line Art Colorization

with Precise Reference Following | CVPR 2025 | [[code]]( [[webpage]]( | | Line art / Sketch | Image Referenced Sketch Colorization Based on Animation Creation Workflow

常见问题

记录了多少星标和分叉？

MarkMoHR/Awesome-Image-Colorization 有 1,167 个星标和 111 个分叉。

仓库排名是多少？

MarkMoHR/Awesome-Image-Colorization 排名第 11,323。

哪个仓库排名最接近？

MarkMoHR/Awesome-Image-Colorization 与 amusi/TensorFlow-From-Zero-To-One 比较，后者排名第 11,330，有 1,165 个星标。

README

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

0. Survey

Paper Source Code/Project Link
Computer-Aided Colorization State-of-the-Science: A Survey TVCG 2025 [webpage]
Cartoon Image Processing: A Survey IJCV 2022 [webpage]
Deep learning for image colorization: Current and future prospects EAAI 2022

1. Automatic Image Colorization

1.1 Software / Demo

Name Author/Owner Code/Project Link
DeOldify Jason Antic [link]
Palette.fm Emil Wallner [link]
ArtImageHub artimagehub.com [link]
PhotoRestore photorestore.io [link]

1.2 Papers

  • Natural images
Paper Source Code/Project Link
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]
Learning Diverse Image Colorization CVPR 2017 [code]
Structural Consistency and Controllability for Diverse Colorization ECCV 2018
Coloring With Limited Data: Few-Shot Colorization via Memory Augmented Networks CVPR 2019 [project]

Unofficial:
[code (PyTorch)]| | ChromaGAN: Adversarial Picture Colorization with Semantic Class Distribution | WACV 2020 | [code] | | Instance-aware Image Colorization | CVPR 2020 | [code] [project] | | Pixelated Semantic Colorization | IJCV 2020 | | | Colorization Transformer | ICLR 2021 | [code] | | Focusing on Persons: Colorizing Old Images Learning from Modern Historical Movies | ACM MM 2021 | [code] | | Towards Vivid and Diverse Image Colorization with Generative Color Prior | ICCV 2021 | [code] | | SCSNet: An Efficient Paradigm for Learning Simultaneously Image Colorization and Super-Resolution (also reference based) | AAAI 2022 | | | Bridging the Domain Gap towards Generalization in Automatic Colorization | ECCV 2022 | [code] | | ColorFormer: Image Colorization via Color Memory assisted Hybrid-attention Transformer | ECCV 2022 | [code] | | BigColor: Colorization using a Generative Color Prior for Natural Images | ECCV 2022 | [project] [code] | | CT2: Colorization Transformer via Color Tokens | ECCV 2022 | [code] | | Disentangled Image Colorization via Global Anchors | SIGGRAPH Asia 2022 | [code] [project] | | UniColor: A Unified Framework for Multi-Modal Colorization with Transformer (also multi-modal) | SIGGRAPH Asia 2022 | [project] | | Improved Diffusion-based Image Colorization via Piggybacked Models | arxiv 23.04 | [project] | | DDColor: Towards Photo-Realistic and Semantic-Aware Image Colorization via Dual Decoders | ICCV 2023 | [code] [project] | | Diffusing Colors: Image Colorization with Text Guided Diffusion (also text-based) | SIGGRAPH Asia 2023 | [project] | | Automatic Controllable Colorization via Imagination | CVPR 2024 | [code] [project] | | Control Color: Multimodal Diffusion-based Interactive Image Colorization | arxiv 24.02 | [code] [project] | | MultiColor: Image Colorization by Learning from Multiple Color Spaces | ACM MM 2024 | | | Image Colorization via Efficient Diffusion Model | TMM 2026 | | | ColorFLUX: A Structure-Color Decoupling Framework for Old Photo Colorization | CVPR 2026 | |

  • Line arts
Paper Source Code/Project Link
Region Assisted Sketch Colorization TIP 2023

2. User Guided Image Colorization

2.1 Based on scribble

  • Software / Demo
Image Type Name Author/Owner Code/Project Link
Line art Petalica Paint (Old version: PaintsChainer) Preferred Networks, Inc. [Petalica Paint (Online service)] [PaintsChainer V1 code]
Line art Style2Paints (SEPA) Style2Paints Research [link]
  • Papers: Natural images
Image Type Paper Source Code/Project Link
Natural Gray-Scale Real-Time User-Guided Image Colorization with Learned Deep Priors SIGGRAPH 2017 [project] [code1] [code2]
Natural Gray-Scale iColoriT: Towards Propagating Local Hint to the Right Region in Interactive Colorization by Leveraging Vision Transformer WACV 2023 [project] [code]
Natural Gray-Scale LGA-Net: Learning Local and Global Affinities for Sparse Scribble based Image Colorization ICCV 2025 [code]
  • Papers: Sketch / Line arts
Image Type Paper Source Code/Project Link
Manga Manga colorization SIGGRAPH 2006 [Project]
Line art / Sketch / Manga LazyBrush: Flexible Painting Tool for Hand-drawn Cartoons Eurographics 2009 [Project Home & Software]

Unofficial:
[code(Matlab)] | | Line art / Sketch | Outline Colorization through Tandem Adversarial Networks | 1704.08834 | [code] | | Sketch | Scribbler: Controlling Deep Image Synthesis with Sketch and Color | CVPR 2017 | | | Line art / Sketch | Auto-painter: Cartoon Image Generation from Sketch by Using Conditional Generative Adversarial Networks | Neurocomputing 2018 | [code] | | Line art | User-Guided Deep Anime Line Art Colorization with Conditional Adversarial Networks | ACM MM 2018 | [code] | | Line art | Two-stage Sketch Colorization | SIGGRAPH Asia 2018 | [Project] | | Line art | User-Guided Line Art Flat Filling with Split Filling Mechanism | CVPR 2021 | [Project] [code] | | Line art | Dual Color Space Guided Sketch Colorization | TIP 2021 | | | Line art | Delaunay Painting: Perceptual Image Colouring from Raster Contours with Gaps | CGF 2022 | | | Line art | FlatGAN: A Holistic Approach for Robust Flat-Coloring in High-Definition with Understanding Line Discontinuity | ACM MM 2023 | [code] | | Line art | Winding Number Features for Vector Sketch Colorization | CGF 2024 | | | Line art | KISSColor: Kinetic and Intuitive Stroke Stretching for Vector Drawing Colorization | SIGGRAPH Asia 2025 | | | Line art | Hint-AUC: Deterministic Region-based Hint Generation for Line Art Colorization Evaluation | TVCG 2026 | |

2.2 Based on reference image

  • Natural images
Image Type Paper Source Code/Project Link
Natural Gray-Scale Deep Exemplar-based Colorization SIGGRAPH 2018 [code]
Natural Gray-Scale Example-Based Colourization Via Dense Encoding Pyramids (also palette based) Pacific Graphics 2018 [code]
Natural Gray-Scale A Superpixel-based Variational Model for Image Colorization TVCG 2019
Natural Gray-Scale Automatic Example-based Image Colourisation using Location-Aware Cross-Scale Matching TIP 2019
Natural Gray-Scale Stylization-Based Architecture for Fast Deep Exemplar Colorization CVPR 2020 [code]
Natural Gray-Scale Gray2ColorNet: Transfer More Colors from Reference Image ACM MM 2020
Natural Gray-Scale Globally and Locally Semantic Colorization via Exemplar-Based Broad-GAN TIP 2021
Natural Gray-Scale Yes, "Attention Is All You Need", for Exemplar based Colorization ACM MM 2021
Natural Gray-Scale SCSNet: An Efficient Paradigm for Learning Simultaneously Image Colorization and Super-Resolution (also automatic) AAAI 2022
Natural Gray-Scale Semantic-Sparse Colorization Network for Deep Exemplar-based Colorization ECCV 2022
Natural Gray-Scale Unsupervised Deep Exemplar Colorization via Pyramid Dual Non-local Attention TIP 2023 [code]
Natural Gray-Scale Lightweight Deep Exemplar Colorization via Semantic Attention-Guided Laplacian Pyramid TVCG 2024
  • Sketch / Line arts
Image Type Paper Source Code/Project Link
Manga Comicolorization: Semi-Automatic Manga Colorization SIGGRAPH Asia 2017 Technical Briefs [code]
Sketch TextureGAN: Controlling Deep Image Synthesis with Texture Patches CVPR 2018 [code]
Line art / Sketch Adversarial Colorization Of Icons Based On Structure And Color Conditions ACM MM 2019 [Code]
Line art / Sketch Reference-Based Sketch Image Colorization using Augmented-Self Reference and Dense Semantic Correspondence CVPR 2020 [project]
Manga Manga Filling Style Conversion with Screentone Variational Autoencoder SIGGRAPH Asia 2020 [project]
Line art / Sketch Colorization of Line Drawings with Empty Pupils PG 2020
Line art / Sketch Active Colorization for Cartoon Line Drawings TVCG 2020
Line art / Sketch Line Art Correlation Matching Feature Transfer Network for Automatic Animation Colorization WACV 2021
Line art / Sketch Style-Structure Disentangled Features and Normalizing Flows for Diverse Icon Colorization CVPR 2022
Line art / Sketch Eliminating Gradient Conflict in Reference-based Line-Art Colorization ECCV 2022 [code]
Line art / Sketch Self-driven Dual-path Learning for Reference-based Line Art Colorization under Limited Data TCSVT 2023
Line art / Sketch FlexIcon: Flexible Icon Colorization via Guided Images and Palettes (also palette based) ACM MM 2023
Line art / Sketch AnimeDiffusion: Anime Face Line Drawing Colorization via Diffusion Models TVCG 2024 [code]
Manga ColorFlow: Retrieval-Augmented Image Sequence Colorization arxiv 24.12 [code] [webpage]
Line art / Sketch MangaNinja: Line Art Colorization with Precise Reference Following CVPR 2025 [code] [webpage]
Line art / Sketch Image Referenced Sketch Colorization Based on Animation Creation Workflow CVPR 2025 [code]
Line art / Sketch Cobra: Efficient Line Art COlorization with BRoAder References SIGGRAPH 2025 [code] [webpage]
Line art / Sketch MagicColor: Multi-Instance Sketch Colorization ICCV 2025 [code] [webpage]
Line art / Sketch ColorizeDiffusion: Improving Reference-Based Sketch Colorization with Latent Diffusion Model WACV 2025 [code]
Line art / Sketch ColorizeDiffusion v2: Enhancing Reference-based Sketch Colorization Through Separating Utilities arxiv 25.04 [code]
Line art / Sketch MangaDiT: Reference-Guided Line Art Colorization with Hierarchical Attention in Diffusion Transformers arxiv 25.08
Line art / Sketch Towards High-resolution and Disentangled Reference-based Sketch Colorization CVPR 2026 [code]
Line art / Sketch TopoColor: Topology-Aware Region Correspondence for Line Art Colorization TVCG 2026

2.3 Based on palette

  • Natural images
Image Type Paper Source Code/Project Link
Natural Image Palette-based Photo Recoloring SIGGRAPH 2015 [project]
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 PalGAN: Image Colorization with Palette Generative Adversarial Networks ECCV 2022 [code]
Natural Gray-Scale Exploring Palette based Color Guidance in Diffusion Models MM 2025
  • Sketch / Line arts
Image Type Paper Source Code/Project Link
Line art / Sketch FlexIcon: Flexible Icon Colorization via Guided Images and Palettes (also reference based) ACM MM 2023
Line art / Sketch SketchDeco: Training-Free Latent Composition for Precise Sketch Colourisation CVPR 2026 [code] [webpage]

2.4 Based on language or text

  • Natural images
Paper Source Code/Project Link
Language-Based Image Editing with Recurrent Attentive Models CVPR 2018 [code]
Coloring with Words: Guiding Image Colorization Through Text-based Palette Generation (also palette based) ECCV 2018 [code]
Learning to Color from Language NAACL 2018 [code]
L-CoDe: Language-based Colorization using Color-object Decoupled Conditions AAAI 2022 [code]
L-CoDer: Language-based Colorization with Color-object Decoupling Transformer ECCV 2022 [code]
L-CoIns: Language-based Colorization with Instance Awareness CVPR 2023
L-CAD: Language-based Colorization with Any-level Descriptions NeurIPS 2023 [code]
Diffusing Colors: Image Colorization with Text Guided Diffusion SIGGRAPH Asia 2023 [project]
COCO-LC: Colorfulness Controllable Language-based Colorization ACM MM 2024 [project] [code]
Controllable Image Colorization with Instance-aware Texts and Masks (also automatic) arxiv 25.05
  • Sketch / Line arts
Image Type Paper Source Code/Project Link
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]
Line art Line Art Colorization Based on Explicit Region Segmentation Pacific Graphics 2021 [code]
Sketch Adding Conditional Control to Text-to-Image Diffusion Models ICCV 2023 [code]

2.5 Multi-modal

Image Type Paper Input Source Code/Project Link
Natural Gray-Scale Interactive Deep Colorization Using Simultaneous Global and Local Inputs stroke + palette ICASSP 2019
Natural Gray-Scale UniColor: A Unified Framework for Multi-Modal Colorization with Transformer stroke + exemplar + text SIGGRAPH Asia 2022 [project]
Line art Two-Step Training: Adjustable Sketch Colourization via Reference Image and Text Tag exemplar + text CGF 2023 [code]
Natural Gray-Scale Control Color: Multimodal Diffusion-based Interactive Image Colorization text, stroke, exemplar arxiv 24.02 [code] [project]
Natural Gray-Scale Versatile Vision Foundation Model for Image and Video Colorization text, scribble, exemplar SIGGRAPH 2024
Line art OmniColor: A Unified Framework for Multi-modal Lineart Colorization text, scribble, exemplar ECCV 2026 [code]

2.6 Interactive Colorization

Image Type Paper Source Code/Project Link
Natural Gray-Scale Deep Edge-Aware Interactive Colorization against Color-Bleeding Effects ICCV 2021 [project] [code(metric)]
Line art Guiding Users to Where to Give Color Hints for Efficient Interactive Sketch Colorization via Unsupervised Region Prioritization WACV 2023

3. Human-AI Collaborated Colorization System

Paper Source Code/Project Link
FlatMagic: Improving Flat Colorization through AI-driven Design for Digital Comic Professionals CHI 2022 [code]
No Pixel Left Behind: Filling Gaps in Anime Colorization CHI 2026 [code] [webpage]

4. Video Colorization

4.0 Survey

Image Type Paper Source Code/Project Link
Video Colorization: A Survey JCST 2024

4.1 Automatically

Image Type Paper Source Code/Project Link
Natural Gray-Scale Fully Automatic Video Colorization with Self-Regularization and Diversity CVPR 2019 [code]
Natural Gray-Scale VCGAN: Video Colorization With Hybrid Generative Adversarial Network TMM 2022 [code]
Natural Gray-Scale ColorSurge: Bringing Vibrancy and Efficiency to Automatic Video Colorization via Dual-Branch Fusion SIGGRAPH 2025 [code]

4.2 Based on reference

  • Natural images
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]
Natural Gray-Scale Reference-Based Video Colorization with Spatiotemporal Correspondence 2011.12528
Natural Gray-Scale BiSTNet: Semantic Image Prior Guided Bidirectional Temporal Feature Fusion for Deep Exemplar-based Video Colorization TPAMI 2024 [code] [project]
Natural Gray-Scale Exemplar-based Video Colorization with Long-term Spatiotemporal Dependency KBS 2024
Natural Gray-Scale ColorMNet: A Memory-based Deep Spatial-Temporal Feature Propagation Network for Video Colorization ECCV 2024 [code] [project]
  • Sketch / Line arts
Image Type Paper Source Code/Project Link
Line art The Animation Transformer: Visual Correspondence via Segment Matching ICCV 2021 [App]
Line art Line Art Correlation Matching Feature Transfer Network for Automatic Animation Colorization WACV 2021
Line art Deep Sketch-guided Cartoon Video Inbetweening TVCG 2021 [code]
Line art Reference-Based Deep Line Art Video Colorization TVCG 2022
Line art Learning Inclusion Matching for Animation Paint Bucket Colorization CVPR 2024 [webpage] [code]
Line art Paint Bucket Colorization Using Anime Character Color Design Sheets arxiv 24.10 [code]
Line art ToonCrafter: Generative Cartoon Interpolation SIGGRAPH Asia 2024 [code] [webpage]
Line art LVCD: Reference-based Lineart Video Colorization with Diffusion Models SIGGRAPH Asia 2024 [webpage]
Line art AniDoc: Animation Creation Made Easier CVPR 2025 [webpage] [code]
Line art SketchColour: Channel Concat Guided DiT-based Sketch-to-Colour Pipeline for 2D Animation arxiv 25.07 [webpage] [code]
Line art AnimeColor: Reference-based Animation Colorization with Diffusion Transformers MM 2025 [code]
Line art ToonComposer: Streamlining Cartoon Production with Generative Post-Keyframing arxiv 25.08 [webpage] [code]
Line art DACoN: DINO for Anime Paint Bucket Colorization with Any Number of Reference Images ICCV 2025 [code]
Line art A Unified Framework for Industrial Cel-Animation Colorization with Temporal-Structural Awareness ICCV 2025
Line art LongAnimation: Long Animation Generation with Dynamic Global-Local Memory ICCV 2025 [webpage]
Line art TimeColor: Flexible Reference Colorization via Temporal Concatenation arxiv 26.01 [webpage]

4.3 Based on scribble

Image Type Paper Source Code/Project Link
Natural Gray-Scale SVCNet: Scribble-based Video Colorization Network with Temporal Aggregation TIP 2023 [code]

4.4 Based on text

Image Type Paper Source Code/Project Link
Natural Gray-Scale Towards Photorealistic Video Colorization via Gated Color-Guided Image Diffusion Models ACM MM 2024
Natural Gray-Scale L-C4: Language-Based Video Colorization for Creative and Consistent Color arxiv 24.10
Natural Gray-Scale ColorDiffuser: Video Colorization with Pretrained Text-to-Image Diffusion Models ACMMM 2025 [code] [project]

4.5 Based on palette

Image Type Paper Source Code/Project Link
Natural Gray-Scale Consistent Video Colorization via Palette Guidance arxiv 25.01

4.6 Multimodal

Image Type Paper Source Code/Project Link
Natural Gray-Scale VanGogh: A Unified Multimodal Diffusion-based Framework for Video Colorization arxiv 25.01 [code] [webpage]
Natural Gray-Scale UniColorFlow: A Unified Framework for Multimodal-Guided Video Colorization with Consistency Flow IJCV 2026
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