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Awesome License: MIT Teaser

ENGLISH | 简体中文

Awesome Animation Research 🎥📚

本repo收集了一批关于🎞️赛璐珞动画/🎞️卡通动画的各种研究、数据集及其相关资源。

💁‍♀️在这里你可以找到: 有可能帮助到动画业界的技术论文、数据集、repo等。例如:中割生成、原画上色等。

🤷‍♀️这个repo不包括: 广义的Anime研究。例如:动漫风格滤镜、动漫图像超分、动漫人物生成等。如果你对广义的Anime研究感兴趣,请移步AwesomeAnimeResearch.


🙇‍♀️赛璐珞动画制作非常不易、需要大量动画人一帧帧地手绘,这会花费大量的时间和精力。计算机视觉技术也许正在改变这一现状,有不少的研究者正在尝试利用这一技术辅助动画制作中的某些环节,例如自动中割、自动上色等。

目前这个repo列表目前还很短,因为动画的计算机视觉研究是一个相对新兴且小众的领域,我们期待更多的研究者(也包括你)一起为这个领域的发展做出贡献。

本repo会持续关注最新的研究成果,欢迎关注! 🌟

新文章

🚩【生成】 LayerAnimate: Layer-specific Control for Animation   |   Icon   Icon   Icon  
Yuxue Yang, Lue Fan, Zuzen Lin, Feng Wang, Zhaoxiang Zhang
[Jan., 2025] [arXiv 2025]

🚩【综述】Generative AI for Cel-Animation: A Survey   |   Icon   Icon  
Yunlong Tang, Junjia Guo, Pinxin Liu, Zhiyuan Wang, Hang Hua, Jia-Xing Zhong, Yunzhong Xiao, Chao Huang, Luchuan Song, Susan Liang, Yizhi Song, Liu He, Jing Bi, Mingqian Feng, Xinyang Li, Zeliang Zhang, Chenliang Xu
[Jan., 2025] [arXiv 2025]

🚩【上色】 AniDoc: Animation Creation Made Easier   |   Icon   Icon   Icon  
Yihao Meng, Hao Ouyang, Hanlin Wang, Qiuyu Wang, Wen Wang, Ka Leong Cheng, Zhiheng Liu, Yujun Shen, Huamin Qu
[Dec., 2024] [arXiv 2024]

综述

Generative AI for Cel-Animation: A Survey   |   Icon   Icon  
Yunlong Tang, Junjia Guo, Pinxin Liu, Zhiyuan Wang, Hang Hua, Jia-Xing Zhong, Yunzhong Xiao, Chao Huang, Luchuan Song, Susan Liang, Yizhi Song, Liu He, Jing Bi, Mingqian Feng, Xinyang Li, Zeliang Zhang, Chenliang Xu
[Jan., 2025] [arXiv 2025]

数据集

Anita Dataset: An Industrial Animation Dataset   |   Icon   Icon   Icon  
Zhenglin Pan, Yu Zhu
[26 Jun., 2024] [Github Repo, 2024]

Sakuga-42M Dataset: Scaling Up Cartoon Research   |   Icon   Icon   Icon   Icon  
Zhenglin Pan, Yu Zhu, Yuxuan Mu
[13 May., 2024] [arXiv, 2024]

AnimeRun: 2D Animation Visual Correspondence from Open Source 3D Movies   |   Icon   Icon   Icon   Icon   Icon  
Li Siyao, Yuhang Li, Bo Li, Chao Dong, Ziwei Liu, Chen Change Loy
[10 Nov., 2022] [NeurIPS, 2022]

生成

LayerAnimate: Layer-specific Control for Animation   |   Icon   Icon   Icon  
Yuxue Yang, Lue Fan, Zuzen Lin, Feng Wang, Zhaoxiang Zhang
[Jan., 2025] [arXiv 2025]

AniSora: Exploring the Frontiers of Animation Video Generation in the Sora Era   |   Icon   Icon  
Yudong Jiang, Baohan Xu, Siqian Yang, Mingyu Yin, Jing Liu, Chao Xu, Siqi Wang, Yidi Wu, Bingwen Zhu, Qi Sen, Xingyu Zheng, Jixuan Xu, Yue Zhang, Jinlong Hou, Huyang Sun
[Dec., 2024] [arXiv 2024]

MikuDance: Animating Character Art with Mixed Motion Dynamics   |   Icon   Icon  
Jiaxu Zhang, Xianfang Zeng, Xin Chen, Wei Zuo, Gang Yu, Zhigang Tu
[Nov.,2024] [arXiv, 2024]

上色

【上色】 AniDoc: Animation Creation Made Easier   |   Icon   Icon   Icon  
Yihao Meng, Hao Ouyang, Hanlin Wang, Qiuyu Wang, Wen Wang, Ka Leong Cheng, Zhiheng Liu, Yujun Shen, Huamin Qu
[Dec., 2024] [arXiv 2024]

Paint Bucket Colorization Using Anime Character Color Design Sheets   |   Icon   Icon   Icon  
Yuekun Dai, Qinyue Li, Shangchen Zhou, Yihang Luo, Chongyi Li, Chen Change Loy
[Oct.,2024] [arXiv, 2024]

LVCD: Reference-based Lineart Video Colorization with Diffusion Models   |   Icon   Icon  
Zhitong Huang, Mohan Zhang, Jing Liao
[19 Sep. 2024] [arXiv, 2024]

Continual few-shot patch-based learning for anime-style colorization   |   Icon  
Akinobu Maejima, Seitaro Shinagawa, Hiroyuki Kubo, Takuya Funatomi, Tatsuo Yotsukura, Satoshi Nakamura & Yasuhiro Mukaigawa
[09 Jul., 2024] [CVM, 2024]

Learning Inclusion Matching for Animation Paint Bucket Colorization   |   Icon   Icon   Icon   Icon   Icon  
Yuekun Dai, Shangchen Zhou, Qinyue Li, Chongyi Li, Chen Change Loy
[2024] [CVPR, 2024]

Coloring anime line art videos with transformation region enhancement network   |   Icon  
Ning Wang, Muyao Niu, Zhi Dou, Zhihui Wang, Zhiyong Wang, Zhaoyan Ming, Bin Liu, Haojie Li
[Sep., 2023] [Elsevier, 2023]

SketchBetween: Video-to-Video Synthesis for Sprite Animation via Sketches   |   Icon   Icon  
Dagmar Lukka Loftsdóttir, Matthew Guzdial
[1 Sep., 2022] [ECCV, 2022]

Animation Line Art Colorization Based on Optical Flow Method   |   Icon  
Yifeng Yu, Jiangbo Qian, Chong Wang, Yihong Dong, Baisong Liu
[27 Aug., 2022] [SSNR, 2022]

The Animation Transformer: Visual Correspondence via Segment Matching   |   Icon   Icon  
Evan Casey, Víctor Pérez, Zhuoru Li, Harry Teitelman, Nick Boyajian, Tim Pulver, Mike Manh, William Grisaitis
[6 Sep., 2021] [arXiv, 2021]

Artist-Guided Semiautomatic Animation Colorization   |   Icon  
Harrish Thasarathan, Mehran Ebrahimi
[22 Jun., 2020] [arXiv, 2020]

Line Art Correlation Matching Feature Transfer Network for Automatic Animation Colorization   |   Icon  
Zhang Qian, Wang Bo, Wen Wei, Li Hai, Liu Jun Hui
[14 Apr., 2020] [arXiv, 2020]

Deep Line Art Video Colorization with a Few References   |   Icon  
Min Shi, Jia-Qi Zhang, Shu-Yu Chen, Lin Gao, Yu-Kun Lai, Fang-Lue Zhang
[24 Mar., 2020] [arXiv, 2020]

Automatic Temporally Coherent Video Colorization   |   Icon   Icon  
Harrish Thasarathan, Kamyar Nazeri, Mehran Ebrahimi

中割/补帧

Skeleton-Driven Inbetweening of Bitmap Character Drawings   |   Icon   Icon  
Kirill Brodt, Mikhail Bessmeltsev
[2024] [SIGGRAPH ASIA, 2024]

Bridging the Gap: Sketch-Aware Interpolation Network for High-Quality Animation Sketch Inbetweening   |  
Icon   Icon   Icon  
Jiaming Shen, Kun Hu, Wei Bao, Chang Wen Chen, Zhiyong Wang
[Aug., 2024] [ACMMM 2024]

Thin-Plate Spline-based Interpolation for Animation Line Inbetweening   |   Icon   Icon  
Tianyi Zhu, Wei Shang, Dongwei Ren, Wangmeng Zuo
[17 Aug., 2024] [arXiv, 2024]

ToonCrafter: Generative Cartoon Interpolation   |   Icon   Icon   Icon  
Jinbo Xing, Hanyuan Liu, Menghan Xia, Yong Zhang, Xintao Wang, Ying Shan, Tien-Tsin Wong
[29 May., 2024] [arxiv, 2024]

Joint Stroke Tracing and Correspondence for 2D Animation   |   Icon   Icon   Icon  
Haoran Mo, Chengying Gao, Ruomei Wang
[9 Apr., 2024] [SIGGRAPH, 2024]

Deep Geometrized Cartoon Line Inbetweening   |   Icon   Icon   Icon   Icon  
Li Siyao, Tianpei Gu, Weiye Xiao, Henghui Ding, Ziwei Liu, Chen Change Loy
[Nov., 2023] [ICCV 2023]

Exploring inbetween charts with trajectory-guided sliders for cutout animation   |   Icon  
T Fukusato, A Maejima, T Igarashi, T Yotsukura
[1 Sep., 2023] [MTA 2023]

Enhanced Deep Animation Video Interpolation   |   Icon  
Wang Shen, Cheng Ming, Wenbo Bao, Guangtao Zhai, Li Chen, Zhiyong Gao
[25 Jun., 2022] [arXiv, 2022]

Improving the Perceptual Quality of 2D Animation Interpolation   |   Icon  
Shuhong Chen, Matthias Zwicker
[24 Nov., 2021] [arXiv, 2021]

Deep Animation Video Interpolation in the Wild   |   Icon   Icon   Icon  
Li Siyao, Shiyu Zhao, Weijiang Yu, Wenxiu Sun, Dimitris N. Metaxas, Chen Change Loy, Ziwei Liu
[6 Apr., 2021] [arXiv, 2021]

Deep Sketch-guided Cartoon Video Inbetweening   |   Icon  
Xiaoyu Li, Bo Zhang, Jing Liao, Pedro V. Sander
[10 Aug., 2020] [arXiv, 2020]

Optical Flow Based Line Drawing Frame Interpolation Using Distance Transform to Support Inbetweenings   |   Icon  
Rei Narita, Keigo Hirakawa, Kiyoharu Aizawa
[26 Aug., 2019] [IEEE, 2019]

DiLight: Digital light table – Inbetweening for 2D animations using guidelines   |   Icon  
Leonardo Carvalho, Ricardo Marroquim, Emilio Vital Brazil
[Jun., 2017] [Elsevier, 2017]

编辑

Re:Draw -- Context Aware Translation as a Controllable Method for Artistic Production   |   Icon  
Joao Liborio Cardoso, Francesco Banterle, Paolo Cignoni, Michael Wimmer
[Jan., 2024] [*TBA 2024]

Sprite-from-Sprite: Cartoon Animation Decomposition with Self-supervised Sprite Estimation   |   Icon   Icon  
Lvmin Zhang, Tien-Tsin Wong, Yuxin Liu
[Nov., 2022] [ACM 2022]

Toonsynth: example-based synthesis of hand-colored cartoon animations   |   Icon  
M Dvorožnák, W Li, VG Kim, D Sýkora
[Jul., 2018] [TOG 2018]

跟踪/匹配

Globally Optimal Toon Tracking   |   Icon  
Haichao Zhu, Xueting Liu, Tien-Tsin Wong, Pheng-Ann Heng
[11 Jul., 2016] [TOG, 2016]

分割

Fast Leak-Resistant Segmentation for Anime Line Art   |   Icon  
Benjamin Allen, Akinobu Maejima, Ken Anjyo
[Nov.,2024] [SIGGRAPH, 2024]

Stereoscopizing Cel Animations   |   Icon  
Xueting Liu, Xiangyu Mao, Xuan Yang, Linling Zhang, Tien-Tsin Wong
[11 Jul., 2016] [ACM, 2013]

3D/转描/3D辅助

DrawingSpinUp: 3D Animation from Single Character Drawings   |   Icon   Icon   Icon  
Jie Zhou, Chufeng Xiao, Miu-Ling Lam, Hongbo Fu
[13 Sep. 2024] [arXiv, 2024]

Toon3D: Seeing Cartoons from a New Perspective   |   Icon   Icon   Icon   Icon   🤗  
Ethan Weber, Riley Peterlinz, Rohan Mathur, Frederik Warburg, Alexei A. Efros, Angjoo Kanazawa
[2024] [Arxiv, 2024]

如何Contribute

我们鼓励动画爱好者、研究者通过添加相关论文、文章和各类资源的形式为本资料库做出贡献。您的贡献将有助于为任何对动画研究感兴趣的人提供有价值的参考。

只需 fork 本资源库,进行添加或改进,并pull request即可。


希望动画因我们而更好.

图标 by Twitter©illufinch