https://github.com/yunlong10/awesome-ai4animation
🔥🔥🔥 This repository includes latest papers, projects and datasets on GenAI for Cel-Animation.
https://github.com/yunlong10/awesome-ai4animation
List: awesome-ai4animation
Last synced: 2 months ago
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🔥🔥🔥 This repository includes latest papers, projects and datasets on GenAI for Cel-Animation.
- Host: GitHub
- URL: https://github.com/yunlong10/awesome-ai4animation
- Owner: yunlong10
- Created: 2024-06-15T08:03:29.000Z (12 months ago)
- Default Branch: main
- Last Pushed: 2025-02-12T19:27:43.000Z (4 months ago)
- Last Synced: 2025-03-03T06:01:48.694Z (3 months ago)
- Homepage: https://arxiv.org/abs/2501.06250
- Size: 22.5 MB
- Stars: 95
- Watchers: 4
- Forks: 4
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
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- ultimate-awesome - awesome-ai4animation - 🔥🔥🔥 This repository includes latest papers, projects and datasets on GenAI for Cel-Animation. (Other Lists / Julia Lists)
README
# Awesome Gen AI for Animation [](https://awesome.re)
### 🔥🔥🔥 [Generative AI for Cel-Animation: A Survey](https://arxiv.org/abs/2501.06250)
> *[Yunlong Tang](https://yunlong10.github.io/)1, [Junjia Guo](https://www.linkedin.com/in/junjia-guo-b3a9b5336/)1, [Pinxin Liu](https://andypinxinliu.github.io/)1, [Zhiyuan Wang](https://scholar.google.com/citations?user=4TdiRMYAAAAJ)2, [Hang Hua](https://hanghuacs.notion.site/)1, [Jia-Xing Zhong](https://www.cs.ox.ac.uk/people/jiaxing.zhong/)3, [Yunzhong Xiao](https://shawn-yzxiao.github.io/)4, [Chao Huang](https://wikichao.github.io/)1, [Luchuan Song](https://songluchuan.github.io/)1, [Susan Liang](https://liangsusan-git.github.io/)1, [Yizhi Song](https://song630.github.io/yizhisong.github.io/)5, [Liu He](https://arking1995.github.io/)5, [Jing Bi](https://jing-bi.github.io/)1, [Mingqian Feng](https://fmmarkmq.github.io/)1, [Xinyang Li](https://www.linkedin.com/in/xinyang-li-44a5a9287/)1, [Zeliang Zhang](https://zhangaipi.github.io/)1, [Chenliang Xu](https://www.cs.rochester.edu/~cxu22/index.html)1*
*1University of Rochester, 2UCSB, 3University of Oxford, 4CMU, 5Purdue University*
**[Paper](https://arxiv.org/abs/2501.06250)** | **[Project Page](https://github.com/yunlong10/Awesome-AI4Animation)**
## 📖 Table of Contents
- 🛠️ Methods
- 1️⃣ Pre-production
- 📜 Scripting
- 🎭 Setting
- 🖌️ Storyboarding
- 📜 Scripting
- 2️⃣ Production
- 3️⃣ Post-production
- 📷 Compositing & Photography
- ✂️ Cutting (CT)
- 🎶 Music & Sound Effects
- 🎙️ After Record (AR) & Dubbing (DB)
- 📷 Compositing & Photography
- 🔗 Others
- 1️⃣ Pre-production
- 📊 Datasets
This is the production process of traditional 2D animation. We will list these research topics roughly in this sequence.
A production example showing the transformation of a scene from storyboard to final compositing, demonstrating key stages including layout (L/O), keyframe animation, coloring, and background integration.
## Citation
If you find our survey useful, please cite the following paper:
```bibtex
@article{tang2025ai4anime,
title={Generative AI for Cel-Animation: A Survey},
author={Tang, Yunlong and Guo, Junjia and Liu, Pinxin and Wang, Zhiyuan and Hua, Hang and Zhong, Jia-Xing and Xiao, Yunzhong and Huang, Chao and Song, Luchuan and Liang, Susan and Song, Yizhi and He, Liu and Bi, Jing and Feng, Mingqian and Li, Xinyang and Zhang, Zeliang and Xu, Chenliang},
journal={arXiv preprint arXiv:2501.06250},
url={https://arxiv.org/abs/2501.06250},
year={2025}
}
```
## 🛠️ Methods
### 1️⃣ Pre-production
#### 📜 Scripting
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**HoLLMwood: Unleashing the Creativity of Large Language Models in Screenwriting via Role Playing**](https://arxiv.org/abs/2406.11683) | Jing Chen, Xinyu Zhu, Cheng Yang, Chufan Shi, Yadong Xi, Yuxiang Zhang, Junjie Wang, Jiashu Pu, Rongsheng Zhang, Yujiu Yang, Tian Feng | | |
| [**Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context**](https://arxiv.org/abs/2403.05530) | Gemini Team Google | | |
| [**Claude 3.5 Sonnet**](https://www.anthropic.com/news/claude-3-5-sonnet) | Anthropic | | |
| [**InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks**](https://arxiv.org/abs/2312.14238) | Zhe Chen, Jiannan Wu, Wenhai Wang, Weijie Su, Guo Chen, Sen Xing, Muyan Zhong, Qinglong Zhang, Xizhou Zhu, Lewei Lu, Bin Li, Ping Luo, Tong Lu, Yu Qiao, Jifeng Dai | [Code](https://github.com/OpenGVLab/InternVL) | CVPR 2024 |
| [**Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond**](https://arxiv.org/abs/2308.12966) | Jinze Bai, Shuai Bai, Shusheng Yang, Shijie Wang, Sinan Tan, Peng Wang, Junyang Lin, Chang Zhou, Jingren Zhou | [Code](https://github.com/QwenLM/Qwen-VL) | |
| [**GPT-4**](https://arxiv.org/abs/2303.08774) | OpenAI | | |
#### 🎭 Setting
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**High-Resolution Image Synthesis with Latent Diffusion Models**](https://arxiv.org/abs/2112.10752) | Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, Björn Ommer | [Demo](https://huggingface.co/spaces/multimodalart/latentdiffusion) [Code](https://github.com/CompVis/latent-diffusion) | CVPR 2022 |
| [**MidJourney**](https://www.midjourney.com/home) | MidJourney Team | | |
#### 🖌️ Storyboarding
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**StoryWeaver: A Unified World Model for Knowledge-Enhanced Story Character Customization**](https://arxiv.org/abs/2412.07375) | Jinlu Zhang, Jiji Tang, Rongsheng Zhang, Tangjie Lv, Xiaoshuai Sun | [Code](https://github.com/Aria-Zhangjl/StoryWeaver) | |
| [**Intelligent Grimm -- Open-ended Visual Storytelling via Latent Diffusion Models**](https://arxiv.org/abs/2306.00973) | Chang Liu, Haoning Wu, Yujie Zhong, Xiaoyun Zhang, Yanfeng Wang, Weidi Xie | [Project Page](https://haoningwu3639.github.io/StoryGen_Webpage/) [Code](https://github.com/haoningwu3639/StoryGen) [Dataset](https://huggingface.co/datasets/haoningwu/StorySalon) | CVPR 2024 |
| [**Synthesizing Coherent Story with Auto-Regressive Latent Diffusion Models**](https://arxiv.org/abs/2211.10950) | Xichen Pan, Pengda Qin, Yuhong Li, Hui Xue, Wenhu Chen | [Code](https://github.com/xichenpan/ARLDM) | WACV 2024 |
| [**SEED-Story: Multimodal Long Story Generation with Large Language Model**](https://arxiv.org/abs/2407.08683) | Shuai Yang, Yuying Ge, Yang Li, Yukang Chen, Yixiao Ge, Ying Shan, Yingcong Chen | [Code](https://github.com/TencentARC/SEED-Story) [Dataset](https://huggingface.co/datasets/TencentARC/StoryStream) | |
| [**Make-A-Story: Visual Memory Conditioned Consistent Story Generation**](https://arxiv.org/abs/2211.13319) | Tanzila Rahman, Hsin-Ying Lee, Jian Ren, Sergey Tulyakov, Shweta Mahajan, Leonid Sigal | [Code](https://github.com/ubc-vision/Make-A-Story) | |
| [**Make-A-Storyboard: A General Framework for Storyboard with Disentangled and Merged Control**](https://arxiv.org/abs/2312.07549) | Sitong Su, Litao Guo, Lianli Gao, Heng Tao Shen, Jingkuan Song | | |
| [**Animate-A-Story: Storytelling with Retrieval-Augmented Video Generation**](https://arxiv.org/abs/2307.06940) | Yingqing He, Menghan Xia, Haoxin Chen, Xiaodong Cun, Yuan Gong, Jinbo Xing, Yong Zhang, Xintao Wang, Chao Weng, Ying Shan, Qifeng Chen | [Project Page](https://ailab-cvc.github.io/Animate-A-Story/) [Code](https://github.com/AILab-CVC/Animate-A-Story) | |
| [**StoryImager: A Unified and Efficient Framework for Coherent Story Visualization and Completion**](https://arxiv.org/abs/2404.05979) | Ming Tao, Bing-Kun Bao, Hao Tang, Yaowei Wang, Changsheng Xu | [Code](https://github.com/tobran/StoryImager) | ECCV 2024 |
| [**VideoDirectorGPT: Consistent Multi-scene Video Generation via LLM-Guided Planning**](https://arxiv.org/abs/2309.15091) | Han Lin, Abhay Zala, Jaemin Cho, Mohit Bansal | [Project Page](https://videodirectorgpt.github.io/) [Code](https://github.com/HL-hanlin/VideoDirectorGPT) | COLM 2024 |
| [**CustomCrafter: Customized Video Generation with Preserving Motion and Concept Composition Abilities**](https://arxiv.org/abs/2408.13239) | Tao Wu, Yong Zhang, Xintao Wang, Xianpan Zhou, Guangcong Zheng, Zhongang Qi, Ying Shan, Xi Li | [Project Page](https://customcrafter.github.io/) [Code](https://github.com/WuTao-CS/CustomCrafter) | AAAI 2025 |
| [**VideoStudio: Generating Consistent-Content and Multi-Scene Videos**](https://arxiv.org/abs/2401.01256v2) | Fuchen Long, Zhaofan Qiu, Ting Yao, Tao Mei | [Project Page](https://vidstudio.github.io/) [Code](https://github.com/FuchenUSTC/VideoStudio) | ECCV 2024 |
| [**Mind the Time: Temporally-Controlled Multi-Event Video Generation**](https://arxiv.org/abs/2412.05263) | Ziyi Wu, Aliaksandr Siarohin, Willi Menapace, Ivan Skorokhodov, Yuwei Fang, Varnith Chordia, Igor Gilitschenski, Sergey Tulyakov | [Project Page](https://mint-video.github.io/) | |
| [**DreamRunner: Fine-Grained Storytelling Video Generation with Retrieval-Augmented Motion Adaptation**](https://arxiv.org/abs/2411.16657) | Zun Wang, Jialu Li, Han Lin, Jaehong Yoon, Mohit Bansal | [Project Page](https://zunwang1.github.io/DreamRunner) [Code](https://github.com/wz0919/DreamRunner) | |
| [**Vlogger: Make Your Dream A Vlog**](https://arxiv.org/abs/2401.09414) | Shaobin Zhuang, Kunchang Li, Xinyuan Chen, Yaohui Wang, Ziwei Liu, Yu Qiao, Yali Wang | [Project Page](https://zhuangshaobin.github.io/Vlogger.github.io/) [Code](https://github.com/zhuangshaobin/Vlogger) | CVPR 2024 |
| [**Anim-Director: A Large Multimodal Model Powered Agent for Controllable Animation Video Generation**](https://arxiv.org/abs/2408.09787) | Yunxin Li, Haoyuan Shi, Baotian Hu, Longyue Wang, Jiashun Zhu, Jinyi Xu, Zhen Zhao, Min Zhang | [Code](https://github.com/HITsz-TMG/Anim-Director) | SIGGRAPH Asia 2024 |
| [**Storyboarder.ai**](https://www.storyboarder.ai/) | | | |
| [**CogCartoon: Towards Practical Story Visualization**](https://arxiv.org/abs/2312.10718) | Zhongyang Zhu, Jie Tang | | |
### 2️⃣ Production
#### 🗺️ Layout (L/O)
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**CogCartoon: Towards Practical Story Visualization**](https://arxiv.org/abs/2312.10718) | Zhongyang Zhu, Jie Tang | | |
| [**Sketch-Guided Scene Image Generation**](https://arxiv.org/abs/2407.06469) | Tianyu Zhang, Xiaoxuan Xie, Xusheng Du, Haoran Xie | | |
| [**VideoComposer: Compositional Video Synthesis with Motion Controllability**](https://arxiv.org/abs/2306.02018) | Xiang Wang, Hangjie Yuan, Shiwei Zhang, Dayou Chen, Jiuniu Wang, Yingya Zhang, Yujun Shen, Deli Zhao, Jingren Zhou | [Project Page](https://videocomposer.github.io/) [Code](https://github.com/ali-vilab/videocomposer) | NIPS 2023 |
| [**LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators**](https://arxiv.org/abs/1901.06767) | Jianan Li, Jimei Yang, Aaron Hertzmann, Jianming Zhang, Tingfa Xu | [Code](https://github.com/Layout-Generation/layout-generation/tree/master/LayoutGAN) | ICLR 2019 |
| [**VideoDirectorGPT: Consistent Multi-scene Video Generation via LLM-Guided Planning**](https://arxiv.org/abs/2309.15091) | Han Lin, Abhay Zala, Jaemin Cho, Mohit Bansal | [Project Page](https://videodirectorgpt.github.io/) [Code](https://github.com/HL-hanlin/VideoDirectorGPT) | COLM 2024 |
| [**DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation**](https://arxiv.org/abs/2412.07589) | Jianzong Wu, Chao Tang, Jingbo Wang, Yanhong Zeng, Xiangtai Li, Yunhai Tong | [Project Page](https://jianzongwu.github.io/projects/diffsensei/) [Code](https://github.com/jianzongwu/DiffSensei) [Dataset](https://huggingface.co/datasets/jianzongwu/MangaZero) | |
| [**Manga Generation via Layout-controllable Diffusion**](https://arxiv.org/abs/2412.19303v1) | Siyu Chen, Dengjie Li, Zenghao Bao, Yao Zhou, Lingfeng Tan, Yujie Zhong, Zheng Zhao | [Project Page](https://siyuch-fdu.github.io/MangaDiffusion/) [Code](https://github.com/siyuch-fdu/MangaDiffusion) | |
| [**CameraCtrl: Enabling Camera Control for Text-to-Video Generation**](https://arxiv.org/abs/2404.02101) | Hao He, Yinghao Xu, Yuwei Guo, Gordon Wetzstein, Bo Dai, Hongsheng Li, Ceyuan Yang | [Project Page](https://hehao13.github.io/projects-CameraCtrl/) [Demo](https://huggingface.co/spaces/hehao13/CameraCtrl-svd) | |
#### 🎞️ Keyframe Animation
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation**](https://arxiv.org/abs/2311.17117) | CVPR 2024 | [Project Page](https://humanaigc.github.io/animate-anyone/) [Code](https://github.com/HumanAIGC/AnimateAnyone) | CVPR 2024 |
| [**Champ: Controllable and Consistent Human Image Animation with 3D Parametric Guidance**](https://arxiv.org/abs/2403.14781) | Shenhao Zhu, Junming Leo Chen, Zuozhuo Dai, Qingkun Su, Yinghui Xu, Xun Cao, Yao Yao, Hao Zhu, Siyu Zhu | [Project Page](https://fudan-generative-vision.github.io/champ/#/) [Code](https://github.com/fudan-generative-vision/champ) | |
| [**MimicMotion: High-Quality Human Motion Video Generation with Confidence-aware Pose Guidance**](https://arxiv.org/abs/2406.19680) | Yuang Zhang, Jiaxi Gu, Li-Wen Wang, Han Wang, Junqi Cheng, Yuefeng Zhu, Fangyuan Zou | [Project Page](https://tencent.github.io/MimicMotion/) [Code](https://github.com/tencent/MimicMotion) | |
| [**Animate-X: Universal Character Image Animation with Enhanced Motion Representation**](https://arxiv.org/abs/2410.10306) | Shuai Tan, Biao Gong, Xiang Wang, Shiwei Zhang, Dandan Zheng, Ruobing Zheng, Kecheng Zheng, Jingdong Chen, Ming Yang | [Code](https://github.com/antgroup/animate-x) | |
| [**MikuDance: Animating Character Art with Mixed Motion Dynamics**](https://arxiv.org/abs/2411.08656) | Jiaxu Zhang, Xianfang Zeng, Xin Chen, Wei Zuo, Gang Yu, Zhigang Tu | [Project Page](https://kebii.github.io/MikuDance/) [Code](https://github.com/Kebii/MikuDance) | |
| [**Collaborative Neural Rendering using Anime Character Sheets**](https://arxiv.org/abs/2207.05378) | Zuzeng Lin, Ailin Huang, Zhewei Huang | [Code](https://github.com/megvii-research/IJCAI2023-CoNR) [Dataset](https://github.com/P2Oileen/CoNR_Dataset) | IJCAI 2023 |
| [**Textoon: Generating Vivid 2D Cartoon Characters from Text Descriptions**](https://arxiv.org/pdf/2501.10020) | Chao He, Jianqiang Ren, Liefeng Bo | [Project Page](https://human3daigc.github.io/Textoon_webpage/) [Code](https://github.com/Human3DAIGC/Textoon) | |
#### 🍴 Inbetweening
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**ToonCrafter: Generative Cartoon Interpolation**](https://arxiv.org/abs/2405.17933) | Jinbo Xing, Hanyuan Liu, Menghan Xia, Yong Zhang, Xintao Wang, Ying Shan, Tien-Tsin Wong | [Code](https://github.com/ToonCrafter/ToonCrafter) [Project](https://doubiiu.github.io/projects/ToonCrafter/) | arXiv 2024 |
| [**Joint Stroke Tracing and Correspondence for 2D Animation**](https://dl.acm.org/doi/10.1145/3649890) | Haoran Mo, Chengying Gao, Ruomei Wang | [Project](https://markmohr.github.io/JoSTC/) [Code](https://github.com/MarkMoHR/JoSTC) | SIGGRAPH 2024 |
| [**Deep Geometrized Cartoon Line Inbetweening**](https://openaccess.thecvf.com/content/ICCV2023/papers/Siyao_Deep_Geometrized_Cartoon_Line_Inbetweening_ICCV_2023_paper.pdf) | Li Siyao, Tianpei Gu, Weiye Xiao, Henghui Ding, Ziwei Liu, Chen Change Loy | [Demo](https://www.youtube.com/watch?v=iUF-LsqFKpI&feature=youtu.be) [Code](https://github.com/lisiyao21/AnimeInbet) [Dataset](https://drive.google.com/file/d/1SNRGajIECxNwRp6ZJ0IlY7AEl2mRm2DR/view) | ICCV 2023 |
| [**Exploring Inbetween Charts with Trajectory-Guided Sliders for Cutout Animation**](https://link.springer.com/article/10.1007/s11042-023-17354-x) | T Fukusato, A Maejima, T Igarashi, T Yotsukura | | MTA 2023 |
| [**Enhanced Deep Animation Video Interpolation**](https://arxiv.org/abs/2206.12657) | Wang Shen, Cheng Ming, Wenbo Bao, Guangtao Zhai, Li Chen, Zhiyong Gao | | arXiv 2022 |
| [**Improving the Perceptual Quality of 2D Animation Interpolation**](https://arxiv.org/abs/2111.12792) | Shuhong Chen, Matthias Zwicker | | arXiv 2021 |
| [**Deep Animation Video Interpolation in the Wild**](https://arxiv.org/abs/2104.02495) | Li Siyao, Shiyu Zhao, Weijiang Yu, Wenxiu Sun, Dimitris N. Metaxas, Chen Change Loy, Ziwei Liu | [Code](https://github.com/lisiyao21/AnimeInterp/) [Dataset](https://github.com/lisiyao21/AnimeInterp/) | arXiv 2021 |
| [**Deep Sketch-Guided Cartoon Video Inbetweening**](https://arxiv.org/abs/2008.04149) | Xiaoyu Li, Bo Zhang, Jing Liao, Pedro V. Sander | | arXiv 2020 |
| [**Optical Flow Based Line Drawing Frame Interpolation Using Distance Transform to Support Inbetweenings**](https://ieeexplore.ieee.org/document/8803506) | Rei Narita, Keigo Hirakawa, Kiyoharu Aizawa | | IEEE 2019 |
| [**DiLight: Digital Light Table – Inbetweening for 2D Animations Using Guidelines**](https://www.sciencedirect.com/science/article/abs/pii/S0097849317300390) | Leonardo Carvalho, Ricardo Marroquim, Emilio Vital Brazil | | Elsevier 2017 |
| [**Anisora: Exploring the frontiers of animation video generation in the sora era**](https://arxiv.org/pdf/2412.10255) | Yudong Jiang, Baohan Xu, Siqian Yang, Mingyu Yin, Jing Liu, Chao Xu, Siqi Wang, Yidi Wu, Bingwen Zhu, Xinwen Zhang, Xingyu Zheng, Jixuan Xu, Yue Zhang, Jinlong Hou, Huyang Sun | [Code](https://github.com/bilibili/Index-anisora) | |
| [**LayerAnimate: Layer-specific Control for Animation**](https://arxiv.org/abs/2501.08295) | Yuxue Yang, Lue Fan, Zuzeng Lin, Feng Wang, Zhaoxiang Zhang | [Project Page](https://layeranimate.github.io/) [Code](https://github.com/IamCreateAI/LayerAnimate) | |
| [**Framer: Interactive Frame Interpolation**](https://arxiv.org/abs/2410.18978) | Wen Wang, Qiuyu Wang, Kecheng Zheng, Hao Ouyang, Zhekai Chen, Biao Gong, Hao Chen, Yujun Shen, Chunhua Shen | [Project Page](https://aim-uofa.github.io/Framer/) [Code](https://github.com/aim-uofa/Framer) [Demo](https://huggingface.co/spaces/wwen1997/Framer)| |
From: ToonCrafter: Generative Cartoon Interpolation
#### 🌈 Colorization
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**Learning Inclusion Matching for Animation Paint Bucket Colorization**](https://arxiv.org/abs/2403.18342) | Yuekun Dai, Shangchen Zhou, Qinyue Li, Chongyi Li, Chen Change Loy | [Project](https://ykdai.github.io/projects/InclusionMatching) [Demo](https://www.youtube.com/watch?v=nNnPUItGvSo&ab_channel=YuekunDai) [Code](https://github.com/ykdai/BasicPBC) [Dataset](https://github.com/ykdai/BasicPBC/tree/main/dataset) | CVPR 2024 |
| [**AniDoc: Animation Creation Made Easier**](https://arxiv.org/pdf/2412.14173) | Yihao Meng, Hao Ouyang, Hanlin Wang, Qiuyu Wang, Wen Wang, Ka Leong Cheng, Zhiheng Liu, Yujun Shen, Huamin Qu | [Project](https://yihao-meng.github.io/AniDoc_demo/) [Code](https://github.com/yihao-meng/AniDoc) | arXiv 2024 |
| [**ToonCrafter: Generative Cartoon Interpolation**](https://arxiv.org/abs/2405.17933) | Jinbo Xing, Hanyuan Liu, Menghan Xia, Yong Zhang, Xintao Wang, Ying Shan, Tien-Tsin Wong | [Project](https://doubiiu.github.io/projects/ToonCrafter/) [Code](https://github.com/Doubiiu/ToonCrafter) | TOG 2024 |
| [**VToonify: Controllable High-Resolution Portrait Video Style Transfer**](https://arxiv.org/abs/2209.11224) | Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy | [Project](https://www.mmlab-ntu.com/project/vtoonify/) [Code](https://github.com/williamyang1991/VToonify) | TOG 2022 |
| [**StyleGANEX: StyleGAN-Based Manipulation Beyond Cropped Aligned Faces**](https://arxiv.org/abs/2303.06146) | Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy | [Project](https://www.mmlab-ntu.com/project/styleganex/) [Code](https://github.com/williamyang1991/StyleGANEX) [Demo](https://www.youtube.com/watch?v=8oK0TXQmxg8) | ICCV 2023 |
| [**FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation**](https://openaccess.thecvf.com/content/CVPR2024/papers/Yang_FRESCO_Spatial-Temporal_Correspondence_for_Zero-Shot_Video_Translation_CVPR_2024_paper.pdf) | Shuai Yang, Yifan Zhou, Ziwei Liu, Chen Change Loy | [Project](https://www.mmlab-ntu.com/project/fresco/) [Code](https://github.com/williamyang1991/FRESCO) [Demo](https://www.youtube.com/watch?v=jLnGx5H-wLw) | CVPR 2024 |
| [**TokenFlow: Consistent Diffusion Features for Consistent Video Editing**](https://arxiv.org/abs/2307.10373) | Michal Geyer, Omer Bar-Tal, Shai Bagon, Tali Dekely | [Project](https://diffusion-tokenflow.github.io/) [Code](https://github.com/omerbt/TokenFlow) [Demo](https://huggingface.co/spaces/weizmannscience/tokenflow) | ICLR 2024 |
| [**PromptFix: You Prompt and We Fix the Photo**](https://arxiv.org/abs/2405.16785) | Yongsheng Yu, Ziyun Zeng, Hang Hua, Jianlong Fu, Jiebo Luo | [Project](https://www.yongshengyu.com/PromptFix-Page/) [Code](https://github.com/yeates/PromptFix) | NIPS 2024 |
| [**LVCD: Reference-based Lineart Video Colorization with Diffusion Models**](https://arxiv.org/abs/2409.12960) | Zhitong Huang, Mohan Zhang, Jing Liao | [Project](https://luckyhzt.github.io/lvcd) [Code](https://github.com/luckyhzt/LVCD) | TOG 2024 |
| [**Coloring Anime Line Art Videos with Transformation Region Enhancement Network**](https://www.sciencedirect.com/science/article/abs/pii/S0031320323002625) | Ning Wang, Muyao Niu, Zhi Dou, Zhihui Wang, Zhiyong Wang, Zhaoyan Ming, Bin Liu, Haojie Li | | Pattern Recognition 2023 |
| [**SketchBetween: Video-to-Video Synthesis for Sprite Animation via Sketches**](https://arxiv.org/abs/2209.00185) | Dagmar Lukka Loftsdóttir, Matthew Guzdial | [Code](https://github.com/ribombee/SketchBetween) | ECCV 2022 |
| [**Animation Line Art Colorization Based on Optical Flow Method**](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4202289) | Yifeng Yu, Jiangbo Qian, Chong Wang, Yihong Dong, Baisong Liu | | SSNR 2022 |
| [**The Animation Transformer: Visual Correspondence via Segment Matching**](https://arxiv.org/abs/2109.02614) | Evan Casey, Víctor Pérez, Zhuoru Li, Harry Teitelman, Nick Boyajian, Tim Pulver, Mike Manh, William Grisaitis | [Demo](https://cadmium.app/) | arXiv 2021 |
| [**Artist-Guided Semiautomatic Animation Colorization**](https://arxiv.org/abs/2006.13717) | Harrish Thasarathan, Mehran Ebrahimi | | arXiv 2020 |
| [**Line Art Correlation Matching Feature Transfer Network for Automatic Animation Colorization**](https://arxiv.org/abs/2004.06718) | Zhang Qian, Wang Bo, Wen Wei, Li Hai, Liu Jun Hui | | arXiv 2020 |
| [**Deep Line Art Video Colorization with a Few References**](https://arxiv.org/abs/2003.10685) | Min Shi, Jia-Qi Zhang, Shu-Yu Chen, Lin Gao, Yu-Kun Lai, Fang-Lue Zhang | | arXiv 2020 |
| [**Automatic Temporally Coherent Video Colorization**](https://arxiv.org/abs/1904.09527) | Harrish Thasarathan, Kamyar Nazeri, Mehran Ebrahimi | [Code](https://github.com/Harry-Thasarathan/TCVC) | arXiv 2019 |
| [**Toona**](https://toona.io/) | Toona Team | | |
| [**LayerAnimate: Layer-specific Control for Animation**](https://arxiv.org/abs/2501.08295) | Yuxue Yang, Lue Fan, Zuzeng Lin, Feng Wang, Zhaoxiang Zhang | [Project Page](https://layeranimate.github.io/) [Code](https://github.com/IamCreateAI/LayerAnimate) | |
| [**MangaNinja: Line Art Colorization with Precise Reference Following**](https://arxiv.org/abs/2501.08332) | Zhiheng Liu, Ka Leong Cheng, Xi Chen, Jie Xiao, Hao Ouyang, Kai Zhu, Yu Liu, Yujun Shen, Qifeng Chen, Ping Luo | [Project Page](https://johanan528.github.io/MangaNinjia/) [Code](https://github.com/ali-vilab/MangaNinjia) | |
From: Learning Inclusion Matching for Animation Paint Bucket Colorization
### 3️⃣ Post-Production
#### 📷 Compositing & Photography
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**Scaling In-the-Wild Training for Diffusion-based Illumination Harmonization and Editing by Imposing Consistent Light Transport**](https://openreview.net/forum?id=u1cQYxRI1H) | | | |
| [**DoveNet: Deep Image Harmonization via Domain Verification**](https://arxiv.org/abs/1911.13239) | Wenyan Cong, Jianfu Zhang, Li Niu, Liu Liu, Zhixin Ling, Weiyuan Li, Liqing Zhang | [Code](https://github.com/bcmi/Image-Harmonization-Dataset-iHarmony4) [Demo](https://bcmi.sjtu.edu.cn/home/niuli/demo_image_composition/) [Dataset(Baidu Cloud(access code: kqz3))](https://pan.baidu.com/s/1xEN0Xrv_MbuKT0ZqsipeEg) [Dataset(OneDrive)](https://1drv.ms/f/s!AohNSvvkuxZmgTHOraRzo5-X3nMp?e=bQQKkR) | CVPR 2020 |
| [**High-Resolution Image Harmonization via Collaborative Dual Transformations**](https://arxiv.org/abs/2109.06671) | Wenyan Cong, Xinhao Tao, Li Niu, Jing Liang, Xuesong Gao, Qihao Sun, Liqing Zhang | [Code](https://github.com/bcmi/CDTNet-High-Resolution-Image-Harmonization) | CVPR 2022 |
| [**PCT-Net: Full Resolution Image Harmonization Using Pixel-Wise Color Transformations**](https://openaccess.thecvf.com/content/CVPR2023/papers/Guerreiro_PCT-Net_Full_Resolution_Image_Harmonization_Using_Pixel-Wise_Color_Transformations_CVPR_2023_paper.pdf) | Julian Jorge Andrade Guerreiro, Mitsuru Nakazawa, Björn Stenger | [Code](https://github.com/rakutentech/PCT-Net-Image-Harmonization/) | CVPR 2023 |
| [**SSH: A Self-Supervised Framework for Image Harmonization**](https://arxiv.org/abs/2108.06805) | Yifan Jiang, He Zhang, Jianming Zhang, Yilin Wang, Zhe Lin, Kalyan Sunkavalli, Simon Chen, Sohrab Amirghodsi, Sarah Kong, Zhangyang Wang | [Code](https://github.com/VITA-Group/SSHarmonization) | ICCV 2021 |
| [**Thinking Outside the BBox: Unconstrained Generative Object Compositing**](https://arxiv.org/abs/2409.04559) | Gemma Canet Tarrés, Zhe Lin, Zhifei Zhang, Jianming Zhang, Yizhi Song, Dan Ruta, Andrew Gilbert, John Collomosse, Soo Ye Kim | | ECCV 2024 |
| [**Dr.Bokeh: DiffeRentiable Occlusion-aware Bokeh Rendering**](https://arxiv.org/abs/2308.08843) | Yichen Sheng, Zixun Yu, Lu Ling, Zhiwen Cao, Cecilia Zhang, Xin Lu, Ke Xian, Haiting Lin, Bedrich Benes | [Code](https://github.com/ShengCN/DrBokeh-Src) | |
| [**Floating No More: Object-Ground Reconstruction from a Single Image**](https://arxiv.org/abs/2407.18914) | Yunze Man, Yichen Sheng, Jianming Zhang, Liang-Yan Gui, Yu-Xiong Wang | [Project Page](https://yunzeman.github.io/ORG/) | |
| [**ObjectDrop: Bootstrapping Counterfactuals for Photorealistic Object Removal and Insertion**](https://arxiv.org/abs/2403.18818) | Daniel Winter, Matan Cohen, Shlomi Fruchter, Yael Pritch, Alex Rav-Acha, Yedid Hoshen | [Project Page](https://objectdrop.github.io/) | |
| [**Alchemist: Parametric Control of Material Properties with Diffusion Models**](https://arxiv.org/abs/2312.02970) | Prafull Sharma, Varun Jampani, Yuanzhen Li, Xuhui Jia, Dmitry Lagun, Fredo Durand, William T. Freeman, Mark Matthews | [Project Page](https://www.prafullsharma.net/alchemist/) | CVPR 2024 |
| [**DisenStudio: Customized Multi-Subject Text-to-Video Generation with Disentangled Spatial Control**](https://mn.cs.tsinghua.edu.cn/xinwang/PDF/papers/2024_DisenStudio%20Customized%20Multi-Subject%20Text-to-Video%20Generation%20with%20Disentangled%20Spatial%20Control.pdf) | Hong Chen, Xin Wang, Yipeng Zhang, Yuwei Zhou, Zeyang Zhang, Siao Tang, Wenwu Zhu | [Code](https://github.com/forchchch/disenstudio.github.io?tab=readme-ov-file) | ACMMM 2024 |
| [**SSN: Soft Shadow Network for Image Compositing**](https://arxiv.org/abs/2007.08211) | Yichen Sheng, Jianming Zhang, Bedrich Benes | [Project Page](https://shengcn.github.io/SSN/) [Code](https://github.com/ShengCN/SSN_SoftShadowNet) | CVPR 2021 |
| [**LayerAnimate: Layer-specific Control for Animation**](https://arxiv.org/abs/2501.08295) | Yuxue Yang, Lue Fan, Zuzeng Lin, Feng Wang, Zhaoxiang Zhang | [Project Page](https://layeranimate.github.io/) [Code](https://github.com/IamCreateAI/LayerAnimate) | |
#### ✂️ Cutting (CT)
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**Multi-modal Segment Assemblage Network for Ad Video Editing with Importance-Coherence Reward**](https://arxiv.org/abs/2209.12164v1) | Yunlong Tang, Siting Xu, Teng Wang, Qin Lin, Qinglin Lu, Feng Zheng | [Code](https://github.com/yunlong10/Ads-1k) | ACCV 2022 |
| [**Reframe Anything: LLM Agent for Open World Video Reframing**](https://arxiv.org/abs/2403.06070) | Jiawang Cao, Yongliang Wu, Weiheng Chi, Wenbo Zhu, Ziyue Su, Jay Wu | | |
| [**OpusClip**](https://www.opus.pro/) | OpusClip Team | | |
#### 🎶 Music & Sound Effects
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**Foley Music: Learning to Generate Music from Videos**](https://arxiv.org/abs/2007.10984) | Chuang Gan, Deng Huang, Peihao Chen, Joshua B. Tenenbaum, Antonio Torralba | [Code](https://github.com/chuangg/Foley-Music) | ECCV 2020 |
| [**Video2Music: Suitable Music Generation from Videos using an Affective Multimodal Transformer model**](https://arxiv.org/abs/2311.00968) | | [Demo](https://huggingface.co/spaces/amaai-lab/video2music) [Project Page](https://amaai-lab.github.io/Video2Music/) [Code](https://github.com/amaai-lab/video2music) [Dataset](https://zenodo.org/records/10057093) | |
| [**V2Meow: Meowing to the Visual Beat via Video-to-Music Generation**](https://arxiv.org/abs/2305.06594) | Kun Su, Judith Yue Li, Qingqing Huang, Dima Kuzmin, Joonseok Lee, Chris Donahue, Fei Sha, Aren Jansen, Yu Wang, Mauro Verzetti, Timo I. Denk | [Project Page](https://google-research.github.io/noise2music/v2meow/) | AAAI 2024 |
| [**MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models**](https://arxiv.org/abs/2406.04673) | Sanjoy Chowdhury, Sayan Nag, K J Joseph, Balaji Vasan Srinivasan, Dinesh Manocha | [Project Page](https://schowdhury671.github.io/melfusion_cvpr2024/) [Code](https://github.com/schowdhury671/melfusion/tree/main) [Dataset](https://umd0-my.sharepoint.com/personal/sanjoyc_umd_edu/_layouts/15/onedrive.aspx?id=%2Fpersonal%2Fsanjoyc%5Fumd%5Fedu%2FDocuments%2FMeLFusion%20datasets&ga=1) | CVPR 2024 |
| [**VidMuse: A Simple Video-to-Music Generation Framework with Long-Short-Term Modeling**](https://arxiv.org/abs/2406.04321) | Zeyue Tian, Zhaoyang Liu, Ruibin Yuan, Jiahao Pan, Qifeng Liu, Xu Tan, Qifeng Chen, Wei Xue, Yike Guo | [Code](https://github.com/ZeyueT/VidMuse/) | |
| [**Taming Visually Guided Sound Generation**](https://arxiv.org/abs/2110.08791) | Vladimir Iashin, Esa Rahtu | [Project Page](https://v-iashin.github.io/SpecVQGAN) [Demo](https://colab.research.google.com/drive/1pxTIMweAKApJZ3ZFqyBee3HtMqFpnwQ0?usp=sharing) [Code](https://github.com/v-iashin/SpecVQGAN) | BMVC 2021 |
| [**I Hear Your True Colors: Image Guided Audio Generation**](https://arxiv.org/abs/2211.03089) | Roy Sheffer, Yossi Adi | [Project Page](https://pages.cs.huji.ac.il/adiyoss-lab/im2wav/) [Code](https://github.com/RoySheffer/im2wav) | ICASSP 2023 |
| [**FoleyGen: Visually-Guided Audio Generation**](https://arxiv.org/abs/2309.10537) | Xinhao Mei, Varun Nagaraja, Gael Le Lan, Zhaoheng Ni, Ernie Chang, Yangyang Shi, Vikas Chandra | [Project Page](https://xinhaomei.github.io/foleygen_demo/) | |
| [**Diff-Foley: Synchronized Video-to-Audio Synthesis with Latent Diffusion Models**](https://arxiv.org/abs/2306.17203) | Simian Luo, Chuanhao Yan, Chenxu Hu, Hang Zhao | [Project Page](https://diff-foley.github.io/) [Code](https://github.com/luosiallen/Diff-Foley) | NeurIPS 2023 |
| [**Action2Sound: Ambient-Aware Generation of Action Sounds from Egocentric Videos**](https://arxiv.org/abs/2406.09272) | Changan Chen, Puyuan Peng, Ami Baid, Zihui Xue, Wei-Ning Hsu, David Harwath, Kristen Grauman | [Project Page](https://vision.cs.utexas.edu/projects/action2sound/) [Code](https://github.com/ChanganVR/action2sound) | ECCV 2024 |
#### 🎙️ After Record (AR) & Dubbing (DB)
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**StyleDubber: Towards Multi-Scale Style Learning for Movie Dubbing**](https://arxiv.org/abs/2402.12636) | Gaoxiang Cong, Yuankai Qi, Liang Li, Amin Beheshti, Zhedong Zhang, Anton van den Hengel, Ming-Hsuan Yang, Chenggang Yan, Qingming Huang | [Code](https://github.com/GalaxyCong/StyleDubber) | ACL 2024 |
| [**ANIM-400K: A Large-Scale Dataset for Automated End-To-End Dubbing of Video**](https://arxiv.org/pdf/2401.05314) | Kevin Cai, Chonghua Liu, David M. Chan | [Code](https://github.com/davidmchan/Anim400K) [Dataset](https://huggingface.co/datasets/davidchan/anim400k) | ICASSP 2024 |
| [**EmoDubber: Towards High Quality and Emotion Controllable Movie Dubbing**](https://arxiv.org/abs/2412.08988) | Gaoxiang Cong, Jiadong Pan, Liang Li, Yuankai Qi, Yuxin Peng, Anton van den Hengel, Jian Yang, Qingming Huang | [Project Page & Demo](https://galaxycong.github.io/EmoDub/) | |
| [**From Speaker to Dubber: Movie Dubbing with Prosody and Duration Consistency Learning**](https://dl.acm.org/doi/10.1145/3664647.3680777) | Zhedong Zhang, Liang Li, Gaoxiang Cong, Haibing Yin, Yuhan Gao, Chenggang Yan, Anton van den Hengel, Yuankai Qi | [Code](https://github.com/ZZDoog/Speaker2Dubber/tree/main) | ACM MM 2024 |
| [**Learning to Dub Movies via Hierarchical Prosody Models**](https://arxiv.org/abs/2212.04054) | Gaoxiang Cong, Liang Li, Yuankai Qi, Zhengjun Zha, Qi Wu, Wenyu Wang, Bin Jiang, Ming-Hsuan Yang, Qingming Huang | [Code](https://github.com/GalaxyCong/HPMDubbing) | CVPR 2023 |
| [**V2C: Visual Voice Cloning**](https://arxiv.org/abs/2111.12890) | Qi Chen, Yuanqing Li, Yuankai Qi, Jiaqiu Zhou, Mingkui Tan, Qi Wu | [Code](https://github.com/chenqi008/V2C) | CVPR 2022 |
### Others
#### 🎞️ Cel-Animation Editing
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**Re:Draw -- Context Aware Translation as a Controllable Method for Artistic Production**](https://arxiv.org/abs/2401.03499) | Joao Liborio Cardoso, Francesco Banterle, Paolo Cignoni, Michael Wimmer | | TBA 2024 |
| [**Scaling Concept With Text-Guided Diffusion Models**](https://arxiv.org/abs/2410.24151) | Chao Huang, Susan Liang, Yunlong Tang, Yapeng Tian, Anurag Kumar, Chenliang Xu | [Project Page](https://wikichao.github.io/ScalingConcept/) [Code](https://github.com/WikiChao/ScalingConcept) | |
#### 🎨 Cels Decomposition
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**Sprite-from-Sprite: Cartoon Animation Decomposition with Self-supervised Sprite Estimation**](https://dl.acm.org/doi/pdf/10.1145/3550454.3555439) | Lvmin Zhang, Tien-Tsin Wong, Yuxin Liu | [Code](https://lllyasviel.github.io/GitPageToonDecompose/) | ACM 2022 |
| [**Generative Omnimatte: Learning to Decompose Video into Layers**](https://arxiv.org/abs/2411.16683) | Yao-Chih Lee, Erika Lu, Sarah Rumbley, Michal Geyer, Jia-Bin Huang, Tali Dekel, Forrester Cole | [Project Page](https://gen-omnimatte.github.io/) | |
| [**LayerAnimate: Layer-specific Control for Animation**](https://arxiv.org/abs/2501.08295) | Yuxue Yang, Lue Fan, Zuzeng Lin, Feng Wang, Zhaoxiang Zhang | [Project Page](https://layeranimate.github.io/) [Code](https://github.com/IamCreateAI/LayerAnimate) | |
| [**TransPixar: Advancing Text-to-Video Generation with Transparency**](https://arxiv.org/abs/2501.03006) | Luozhou Wang, Yijun Li, Zhifei Chen, Jui-Hsien Wang, Zhifei Zhang, He Zhang, Zhe Lin, Yingcong Chen | [Project Page](https://wileewang.github.io/TransPixar/) [Code](https://github.com/wileewang/TransPixar) | |
#### 🏯 3D Assistance
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------|--------------------------------|----------|----------|
| [**Toonsynth: Example-based Synthesis of Hand-Colored Cartoon Animations**](https://dl.acm.org/doi/abs/10.1145/3197517.3201326) | M Dvorožnák, W Li, VG Kim, D Sýkora | | TOG 2018 |
| [**Collaborative Neural Rendering using Anime Character Sheets**](https://arxiv.org/abs/2207.05378) | Zuzeng Lin, Ailin Huang, Zhewei Huang | [Code](https://github.com/megvii-research/IJCAI2023-CoNR) [Dataset](https://github.com/P2Oileen/CoNR_Dataset) | IJCAI 2023 |
| [**DrawingSpinUp: 3D Animation from Single Character Drawings**](https://arxiv.org/abs/2409.08615) | Jie Zhou, Chufeng Xiao, Miu-Ling Lam, Hongbo Fu | [Code](https://github.com/LordLiang/DrawingSpinUp) | Siggraph Asia 2024 |
## 📊 Datasets
| **Model/Paper** | **Authors/Team** | **Links** | **Venue** |
|--------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------|--------------|
| [**Sakuga-42M Dataset: Scaling Up Cartoon Research**](https://drive.google.com/file/d/1aeJqsBw92ebELEpP-oFBo-kcUpBzHm_E/view) | Zhenglin Pan, Yu Zhu, Yuxuan Mu | [Dataset](https://huggingface.co/datasets/aidenpan/s_clips-v1.0) | arXiv 2024 |
| [**Anisora: Exploring the frontiers of animation video generation in the sora era**](https://arxiv.org/pdf/2412.10255) | Yudong Jiang, Baohan Xu, Siqian Yang, Mingyu Yin, Jing Liu, Chao Xu, Siqi Wang, Yidi Wu, Bingwen Zhu, Xinwen Zhang, Xingyu Zheng, Jixuan Xu, Yue Zhang, Jinlong Hou, Huyang Sun | [Code](https://github.com/bilibili/Index-anisora) | |
| [**ANIM-400K: A Large-Scale Dataset for Automated End-To-End Dubbing of Video**](https://arxiv.org/pdf/2401.05314) | Kevin Cai, Chonghua Liu, David M. Chan | [Code](https://github.com/davidmchan/Anim400K) [Dataset](https://huggingface.co/datasets/davidchan/anim400k) | ICASSP 2024 |
| [**V2C: Visual Voice Cloning**](https://arxiv.org/abs/2111.12890) | Qi Chen, Yuanqing Li, Yuankai Qi, Jiaqiu Zhou, Mingkui Tan, Qi Wu | [Code](https://github.com/chenqi008/V2C) | CVPR 2022 |
| [**DoveNet: Deep Image Harmonization via Domain Verification**](https://arxiv.org/abs/1911.13239) | Wenyan Cong, Jianfu Zhang, Li Niu, Liu Liu, Zhixin Ling, Weiyuan Li, Liqing Zhang | [Code](https://github.com/bcmi/Image-Harmonization-Dataset-iHarmony4) [Demo](https://bcmi.sjtu.edu.cn/home/niuli/demo_image_composition/) [Dataset (Baidu Cloud)](https://pan.baidu.com/s/1xEN0Xrv_MbuKT0ZqsipeEg) [Dataset (OneDrive)](https://1drv.ms/f/s!AohNSvvkuxZmgTHOraRzo5-X3nMp?e=bQQKkR) | CVPR 2020 |
| [**SSH: A Self-Supervised Framework for Image Harmonization**](https://arxiv.org/abs/2108.06805) | Yifan Jiang, He Zhang, Jianming Zhang, Yilin Wang, Zhe Lin, Kalyan Sunkavalli, Simon Chen, Sohrab Amirghodsi, Sarah Kong, Zhangyang Wang | [Code](https://github.com/VITA-Group/SSHarmonization) [Dataset](https://drive.google.com/file/d/1jBx-DBtRX8GaqMvMv-CZutK4jn9tz-fT/view) | ICCV 2021 |
| [**Intrinsic Image Harmonization**](https://openaccess.thecvf.com/content/CVPR2021/papers/Guo_Intrinsic_Image_Harmonization_CVPR_2021_paper.pdf) | Zonghui Guo, Haiyong Zheng, Yufeng Jiang, Zhaorui Gu, Bing Zheng | [Code](https://github.com/zhenglab/IntrinsicHarmony) [Dataset (Baidu Cloud)](https://pan.baidu.com/s/1DR600XJFhm8lqfHZ6mOU_A) [Dataset (Google Drive)](https://drive.google.com/file/d/1-pa_9BNgIkuR0j1gcCxh8GI3XSWZN0e7/view?usp=sharing) | CVPR 2021 |
| [**Alchemist: Parametric Control of Material Properties with Diffusion Models**](https://arxiv.org/abs/2312.02970) | Prafull Sharma, Varun Jampani, Yuanzhen Li, Xuhui Jia, Dmitry Lagun, Fredo Durand, William T. Freeman, Mark Matthews | [Project Page](https://www.prafullsharma.net/alchemist/) | CVPR 2024 |
| [**Learning Inclusion Matching for Animation Paint Bucket Colorization**](https://arxiv.org/abs/2403.18342) | Yuekun Dai, Shangchen Zhou, Qinyue Li, Chongyi Li, Chen Change Loy | [Project](https://ykdai.github.io/projects/InclusionMatching) [Demo](https://www.youtube.com/watch?v=nNnPUItGvSo&ab_channel=YuekunDai) [Code](https://github.com/ykdai/BasicPBC) [Dataset](https://github.com/ykdai/BasicPBC/tree/main/dataset) | CVPR 2024 |
| [**Deep Animation Video Interpolation in the Wild**](https://arxiv.org/pdf/2104.02495) | Li Siyao, Shiyu Zhao, Weijiang Yu, Wenxiu Sun, Dimitris N. Metaxas, Chen Change Loy, Ziwei Liu | [Code](https://github.com/lisiyao21/AnimeInterp/) [Data (Google Drive)](https://drive.google.com/file/d/1XBDuiEgdd6c0S4OXLF4QvgSn_XNPwc-g/view) [Data (OneDrive)](https://entuedu-my.sharepoint.com/:u:/g/personal/siyao002_e_ntu_edu_sg/EY3SG0-IajxKj9HMPz__zOMBvyJdrA-SlwpyHYFkDsQtng?e=q7nGlu) [Video Demo](https://www.youtube.com/watch?v=2bbujT-ZXr8) | CVPR 2021 |
| [**Deep Geometrized Cartoon Line Inbetweening**](https://openaccess.thecvf.com/content/ICCV2023/papers/Siyao_Deep_Geometrized_Cartoon_Line_Inbetweening_ICCV_2023_paper.pdf) | Li Siyao, Tianpei Gu, Weiye Xiao, Henghui Ding, Ziwei Liu, Chen Change Loy | [Demo](https://www.youtube.com/watch?v=iUF-LsqFKpI&feature=youtu.be) [Code](https://github.com/lisiyao21/AnimeInbet) [Dataset](https://drive.google.com/file/d/1SNRGajIECxNwRp6ZJ0IlY7AEl2mRm2DR/view) | ICCV 2023 |
| [**AnimeRun: 2D Animation Visual Correspondence from Open Source 3D Movies**](https://arxiv.org/abs/2211.05709) | Li Siyao, Yuhang Li, Bo Li, Chao Dong, Ziwei Liu, Chen Change Loy | [Project & Dataset](https://lisiyao21.github.io/projects/AnimeRun) [Code](https://github.com/lisiyao21/AnimeRun) | NeurIPS 2022 |
From: Sakuga-42M Dataset: Scaling Up Cartoon Research
## 🌟 Star History
[](https://star-history.com/#yunlong10/Awesome-AI4Animation&Date)
## ♥️ Contributors
Our project wouldn't be possible without the contributions of these amazing people! Thank you all for making this project better.
[Yunlong Tang](https://yunlong10.github.io) @ University of Rochester \
[Junjia Guo](https://github.com/DouJiangTer) @ University of Rochester \
[Pinxin Liu](https://andypinxinliu.github.io) @ University of Rochester \
[Zhiyuan Wang](https://scholar.google.com/citations?user=4TdiRMYAAAAJ&hl=en) @ UCSB \
[Hang Hua](https://hanghuacs.notion.site/) @ University of Rochester \
[Jia-Xing Zhong](https://www.cs.ox.ac.uk/people/jiaxing.zhong/) @ University of Oxford \
[Yunzhong Xiao](https://shawn-yzxiao.github.io/) @ CMU \
[Chao Huang](https://wikichao.github.io) @ University of Rochester \
[Luchuan Song](https://songluchuan.github.io) @ University of Rochester \
[Susan Liang](https://liangsusan-git.github.io) @ University of Rochester \
[Yizhi Song](https://song630.github.io/yizhisong.github.io/) @ Purdue University \
[Liu He](https://arking1995.github.io/) @ Purdue University \
[Jing Bi](https://jing-bi.github.io) @ University of Rochester \
[Mingqian Feng](https://fmmarkmq.github.io) @ University of Rochester \
[Xinyang Li](https://www.linkedin.com/in/xinyang-li-44a5a9287/) @ University of Rochester \
[Zeliang Zhang](https://zhangaipi.github.io) @ University of Rochester \
[Chenliang Xu](https://www.cs.rochester.edu/~cxu22/index.html) @ University of Rochester