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awesome-diffusion-v2v

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Awesome diffusion Video-to-Video (V2V). A collection of paper on diffusion model-based video editing, aka. video-to-video (V2V) translation. And a video editing benchmark code.

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<h1 align="center">Diffusion Model-Based Video Editing: A Survey</h1>

<a href="https://github.com/wenhao728">Wenhao Sun</a>,
<a href=https://github.com/rongchengtu1>Rong-Cheng Tu</a>,
<a>Jingyi Liao</a>,
<a>Dacheng Tao</a>
 
Nanyang Technological University

https://github.com/wenhao728/awesome-diffusion-v2v/assets/65353366/fd42e40f-265d-4d72-8dc1-bf74d00fe87b

## 🍻 Citation
If you find this repository helpful, please consider citing our paper:
```bibtex
@article{sun2024v2vsurvey,
    author = {Wenhao Sun and Rong-Cheng Tu and Jingyi Liao and Dacheng Tao},
    title = {Diffusion Model-Based Video Editing: A Survey},
    journal = {CoRR},
    volume = {abs/2407.07111},
    year = {2024}
}
```

## 📌 Introduction

<img src="asset/taxonomy-repo.png" width="85%">
 Overview of diffusion-based video editing model components.

- (🚩New) [Dataset](#dataset)
- [Network and Training Paradigm](#network-and-training-paradigm) | network and data modifications
 - [Temporal Adaption](#temporal-adaption)
 - [Conditioning Branch](#conditioning-branch)
 - [Training Modification](#training-modification)
- [Attention Feature Injection](#attention-feature-injection) | a class of training-free techniques
 - [Inversion-Based Feature Injection](#inversion-based-feature-injection)
 - [Motion-Based Feature Injection](#motion-based-feature-injection)
- [Diffusion Latents Manipulation](#diffusion-latents-manipulation) | manipulate diffusion process
 - [Latent Initialization](#latent-initialization)
 - [Latent Transition](#latent-transition)
- [Canonical Representation](#canonical-representation) | the efficient video representation
- [Novel Conditioning](#novel-conditioning) | condtional video editing
 - [Point-Based Editing](#point-based-editing)
 - [Pose-Guided Human Action Editing](#pose-guided-human-action-edit)

> [!TIP]
> The papers are listed in reverse chronological order, formatted as follows:
> (Conference/Journal Year) Title, *Authors*

## Dataset
- (Preprint '25) **Senorita-2M**: A High-Quality Instruction-based Dataset for General Video Editing by Video Specialists, *Zi et al.*
 - <a href="https://arxiv.org/abs/2502.06734"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://senorita-2m-dataset.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/zibojia/SENORITA"><img src="https://img.shields.io/github/stars/zibojia/SENORITA?style=social"></a>

## Network and Training Paradigm
### Temporal Adaption

- (Preprint 24') **VIA**: Unified Spatiotemporal Video Adaptation Framework for Global and Local Video Editing, *Gu et al.*
 - <a href="https://arxiv.org/abs/2406.12831"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://via-video.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/eric-ai-lab/via-video"><img src="https://img.shields.io/github/stars/eric-ai-lab/via-video?style=social"></a>
- (ICML 24') **Slicedit**: Zero-Shot Video Editing With Text-to-Image Diffusion Models Using Spatio-Temporal Slices, *Cohen et al.*
 - <a href="https://arxiv.org/abs/2405.12211"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://matankleiner.github.io/slicedit/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/fallenshock/Slicedit"><img src="https://img.shields.io/github/stars/fallenshock/Slicedit?style=social"></a>
- (ECCV 24') Video Editing via Factorized Diffusion Distillation, *Singer et al.* 
 - <a href="https://arxiv.org/abs/2403.09334"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://fdd-video-edit.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>
- (CVPR 24') **MaskINT**: Video Editing via Interpolative Non-autoregressive Masked Transformers, *Ma et al.* 
 - <a href="https://arxiv.org/abs/2312.12468"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://maskint.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>
- (Preprint 23') **Fairy**: Fast Parallelized Instruction-Guided Video-to-Video Synthesis, *Wu et al.* 
 - <a href="https://arxiv.org/abs/2312.13834"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://fairy-video2video.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>
- (CVPR 24') VidToMe: Video Token Merging for Zero-Shot Video Editing, *Li et al.* 
 - <a href="https://arxiv.org/abs/2312.10656"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://vidtome-diffusion.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/lixirui142/VidToMe"><img src="https://img.shields.io/github/stars/lixirui142/VidToMe?style=social"></a>
- (CVPR 24') **SimDA**: Simple Diffusion Adapter for Efficient Video Generation, *Xing et al.* 
 - <a href="https://arxiv.org/abs/2308.09710"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://chenhsing.github.io/SimDA/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/ChenHsing/SimDA"><img src="https://img.shields.io/github/stars/ChenHsing/SimDA?style=social"></a>
- (NeurIPS 23') Towards Consistent Video Editing with Text-to-Image Diffusion Models, *Zhang et al.* 
 - <a href="https://arxiv.org/abs/2305.17431"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a>
- (ICCV 23') **Tune-A-Video**: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation, *Wu et al.*
 - <a href="https://arxiv.org/abs/2212.11565"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://tuneavideo.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/showlab/Tune-A-Video"><img src="https://img.shields.io/github/stars/showlab/Tune-A-Video?style=social"></a>

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### Conditioning Branch

- (Preprint '26) **TrajectoryMover**: Generative Movement of Object Trajectories in Videos, *Chhatre et al.*
 - <a href="https://arxiv.org/abs/2603.29092"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://chhatrekiran.github.io/trajectorymover/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/kiranchhatre/TrajectoryMover"><img src="https://img.shields.io/github/stars/kiranchhatre/TrajectoryMover?style=social"></a>
- (Preprint '25) **VACE**: All-in-One Video Creation and Editing, *Jiang et al.*
 - <a href="https://arxiv.org/abs/2503.07598"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://wan.video/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Wan-Video/Wan2.1"><img src="https://img.shields.io/github/stars/Wan-Video/Wan2.1?style=social"></a>
- (Preprint '25) **VideoPainter**: Any-length Video Inpainting and Editing with Plug-and-Play Context Control, *Bian et al.*
 - <a href="https://arxiv.org/abs/2503.05639"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://yxbian23.github.io/project/video-painter/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/TencentARC/VideoPainter"><img src="https://img.shields.io/github/stars/TencentARC/VideoPainter?style=social"></a>
- (Preprint '24) **StableV2V**: Stablizing Shape Consistency in Video-to-Video Editing, *Liu et al.*
 - <a href="https://arxiv.org/abs/2411.11045"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://alonzoleeeooo.github.io/StableV2V/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/AlonzoLeeeooo/StableV2V"><img src="https://img.shields.io/github/stars/AlonzoLeeeooo/StableV2V?style=social"></a>
- (Preprint '24) **EVA**: Zero-shot Accurate Attributes and Multi-Object Video Editing, *Yang et al.*
 - <a href="https://arxiv.org/abs/2403.16111"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://knightyxp.github.io/EVA/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/knightyxp/EVA_Video_Edit"><img src="https://img.shields.io/github/stars/knightyxp/EVA_Video_Edit?style=social"></a>
- (IJCAI '24) **Diffutoon**: High-Resolution Editable Toon Shading via Diffusion Models, *Duan et al.*
 - <a href="https://arxiv.org/abs/2401.16224"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://ecnu-cilab.github.io/DiffutoonProjectPage/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>
- (CVPR '24) **FlowVid**: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis, *Liang et al.*
 - <a href="https://arxiv.org/abs/2312.17681"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://jeff-liangf.github.io/projects/flowvid/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Jeff-LiangF/FlowVid"><img src="https://img.shields.io/github/stars/Jeff-LiangF/FlowVid?style=social"></a>
- (CVPR '24) **AVID**: Any-Length Video Inpainting with Diffusion Model, *Zhang et al.*
 - <a href="https://arxiv.org/abs/2312.03816"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://zhang-zx.github.io/AVID/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/zhang-zx/AVID"><img src="https://img.shields.io/github/stars/zhang-zx/AVID?style=social"></a>
- (Preprint '23) Motion-Conditioned Image Animation for Video Editing, *Yan et al.*
 - <a href="https://arxiv.org/abs/2311.18827"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://facebookresearch.github.io/MoCA/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/facebookresearch/MoCA"><img src="https://img.shields.io/github/stars/facebookresearch/MoCA?style=social"></a>
- (CVPR '24) **LAMP**: Learn A Motion Pattern for Few-Shot-Based Video Generation, *Wu et al.*
 - <a href="https://arxiv.org/abs/2310.10769"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://rq-wu.github.io/projects/LAMP/index.html"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/RQ-Wu/LAMP"><img src="https://img.shields.io/github/stars/RQ-Wu/LAMP?style=social"></a>
- (ICLR '24) **Ground-A-Video**: Zero-shot Grounded Video Editing using Text-to-image Diffusion Models, *Jeong and Ye*
 - <a href="https://arxiv.org/abs/2310.01107"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://ground-a-video.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Ground-A-Video/Ground-A-Video"><img src="https://img.shields.io/github/stars/Ground-A-Video/Ground-A-Video?style=social"></a>
- (Preprint '23) **CCEdit**: Creative and Controllable Video Editing via Diffusion Models, *Feng et al.*
 - <a href="https://arxiv.org/abs/2309.16496"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://ruoyufeng.github.io/CCEdit.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/RuoyuFeng/CCEdit"><img src="https://img.shields.io/github/stars/RuoyuFeng/CCEdit?style=social"></a>
- (Preprint '23) **MagicEdit**: High-Fidelity and Temporally Coherent Video Editing, *Liew et al.*
 - <a href="https://arxiv.org/abs/2308.14749"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://magic-edit.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/magic-research/magic-edit"><img src="https://img.shields.io/github/stars/magic-research/magic-edit?style=social"></a>
- (Preprint '23) **VideoControlNet**: A Motion-Guided Video-to-Video Translation Framework by Using Diffusion Model with ControlNet, *Hu and Xu*
 - <a href="https://arxiv.org/abs/2307.14073"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://github.com/ZhihaoHu/VideoControlNet"><img src="https://img.shields.io/github/stars/ZhihaoHu/VideoControlNet?style=social"></a>
- (NeurIPS '23) **VideoComposer**: Compositional Video Synthesis with Motion Controllability, *Wang et al.*
 - <a href="https://arxiv.org/abs/2306.02018"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://videocomposer.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/ali-vilab/videocomposer"><img src="https://img.shields.io/github/stars/ali-vilab/videocomposer?style=social"></a>
- (Preprint '23) Structure and Content-Guided Video Synthesis with Diffusion Models, *Esser et al.*
 - <a href="https://arxiv.org/abs/2302.03011"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://research.runwayml.com/gen1"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>

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### Training Modification

- (Preprint 24') Generative Video Propagation, *Liu et al.*
 - <a href="https://arxiv.org/abs/2412.19761"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a>
- (Preprint 24') **Movie Gen**: A Cast of Media Foundation Models, *Polyak et al.*
 - <a href="https://arxiv.org/abs/2410.13720"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://ai.meta.com/research/movie-gen/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/facebookresearch/MovieGenBench"><img src="https://img.shields.io/github/stars/facebookresearch/MovieGenBench?style=social"></a>
- (Preprint 24') **Still-Moving**: Customized Video Generation without Customized Video Data, *Chefer et al.*
 - <a href="https://arxiv.org/abs/2407.08674"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://still-moving.github.io"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/harshbhatt7585/StillMoving?tab=readme-ov-file"><img src="https://img.shields.io/github/stars/harshbhatt7585/StillMoving?style=social"></a>
- (Preprint 24') **EffiVED**: Efficient Video Editing via Text-instruction Diffusion Models, *Zhang et al.*
 - <a href="https://arxiv.org/abs/2403.11568"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://github.com/alibaba/EffiVED"><img src="https://img.shields.io/github/stars/alibaba/EffiVED?style=social"></a>
- (ECCV 24') **Customize-A-Video**: One-Shot Motion Customization of Text-to-Video Diffusion Models, *Ren et al.*
 - <a href="https://arxiv.org/abs/2402.14780"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://arxiv.org/abs/2402.14780"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/customize-a-video/customize-a-video"><img src="https://img.shields.io/github/stars/customize-a-video/customize-a-video?style=social"></a>
- (Preprint 24') **VASE**: Object-Centric Appearance and Shape Manipulation of Real Videos, *Peruzzo et al.*
 - <a href="https://arxiv.org/abs/2401.02473"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://helia95.github.io/vase-website/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/helia95/VASE"><img src="https://img.shields.io/github/stars/helia95/VASE?style=social"></a>
- (Preprint 23') **Customizing Motion in Text-to-Video Diffusion Models**, *Materzynska et al.*
 - <a href="https://arxiv.org/abs/2312.04966"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://joaanna.github.io/customizing_motion/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>
- (ECCV 24') **SAVE**: Protagonist Diversification with Structure Agnostic Video Editing, *Song et al.*
 - <a href="https://arxiv.org/abs/2312.02503"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://ldynx.github.io/SAVE/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/ldynx/SAVE"><img src="https://img.shields.io/github/stars/ldynx/SAVE?style=social"></a>
- (CVPR 24') **VMC**: Video Motion Customization using Temporal Attention Adaption for Text-to-Video Diffusion Models, *Jeong et al.*
 - <a href="https://arxiv.org/abs/2312.00845"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://video-motion-customization.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/HyeonHo99/Video-Motion-Customization"><img src="https://img.shields.io/github/stars/HyeonHo99/Video-Motion-Customization?style=social"></a>
- (CVPR 24') **DreamVideo**: Composing Your Dream Videos with Customized Subject and Motion, *Wei et al.*
 - <a href="https://arxiv.org/abs/2312.04433"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://dreamvideo-t2v.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/ali-vilab/VGen"><img src="https://img.shields.io/github/stars/ali-vilab/VGen?style=social"></a>
- (ICLR 24') Consistent Video-to-Video Transfer Using Synthetic Dataset, *Cheng et al.*
 - <a href="https://arxiv.org/abs/2311.00213"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://github.com/amazon-science/instruct-video-to-video/tree/main"><img src="https://img.shields.io/github/stars/amazon-science/instruct-video-to-video?style=social"></a>
- (Preprint 23') **VIDiff**: Translating Videos via Multi-Modal Instructions with Diffusion Models, *Xing et al.*
 - <a href="https://arxiv.org/abs/2311.18837"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://chenhsing.github.io/VIDiff/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/ChenHsing/VIDiff?tab=readme-ov-file"><img src="https://img.shields.io/github/stars/ChenHsing/VIDiff?style=social"></a>
- (ECCV 24') **MotionDirector**: Motion Customization of Text-to-Video Diffusion Models, *Zhao et al.*
 - <a href="https://arxiv.org/abs/2310.08465"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://showlab.github.io/MotionDirector/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/showlab/MotionDirector"><img src="https://img.shields.io/github/stars/showlab/MotionDirector?style=social"></a>
- (ICME 24') **InstructVid2Vid**: Controllable Video Editing with Natural Language Instructions, *Qin et al.*
 - <a href="https://arxiv.org/abs/2305.12328"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a>
- (Preprint 23') **Dreamix**: Video Diffusion Models are General Video Editors, *Molad et al.*
 - <a href="https://arxiv.org/abs/2302.01329"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://dreamix-video-editing.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>

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## Attention Feature Injection

### Inversion-Based Feature Injection

- (ICLR 24') **VideoGrain**: Modulating Space-Time Attention for Multi-grained Video Editing, *Yang et al.* 
 - <a href="https://arxiv.org/abs/2502.17258"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://knightyxp.github.io/VideoGrain_project_page/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/knightyxp/VideoGrain"><img src="https://img.shields.io/github/stars/knightyxp/VideoGrain?style=social"></a>
- (TMLR 24') **AnyV2V**: A Tuning-Free Framework For Any Video-to-Video Editing Tasks, *Ku et al.* 
 - <a href="https://arxiv.org/abs/2403.14468"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://tiger-ai-lab.github.io/AnyV2V/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/TIGER-AI-Lab/AnyV2V"><img src="https://img.shields.io/github/stars/TIGER-AI-Lab/AnyV2V?style=social"></a>
- (Preprint 24') **CoCoCo**: Improving Text-Guided Video Inpainting for Better Consistency, Controllability and Compatibility, *Zi et al.*
 - <a href="https://arxiv.org/abs/2403.12035"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://cococozibojia.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/zibojia/COCOCO"><img src="https://img.shields.io/github/stars/zibojia/COCOCO?style=social"></a>
- (ECCV 24') **Object-Centric Diffusion**: Efficient Video Editing, *Kahatapitiya et al.* 
 - <a href="https://arxiv.org/abs/2401.05735"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://qualcomm-ai-research.github.io/object-centric-diffusion/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>
- (Preprint 24') **UniEdit**: A Unified Tuning-Free Framework for Video Motion and Appearance Editing, *Bai et al.* 
 - <a href="https://arxiv.org/abs/2402.13185"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://jianhongbai.github.io/UniEdit/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/JianhongBai/UniEdit"><img src="https://img.shields.io/github/stars/JianhongBai/UniEdit?style=social"></a>
- (Preprint 23') **Make-A-Protagonist**: Generic Video Editing with An Ensemble of Experts, *Zhao et al.* 
 - <a href="https://arxiv.org/abs/2305.08850"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://make-a-protagonist.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/HeliosZhao/Make-A-Protagonist"><img src="https://img.shields.io/github/stars/HeliosZhao/Make-A-Protagonist?style=social"></a>
- (Preprint 23') Zero-Shot Video Editing Using Off-The-Shelf Image Diffusion Models, *Wang et al.* 
 - <a href="https://arxiv.org/abs/2303.17599"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://github.com/baaivision/vid2vid-zero"><img src="https://img.shields.io/github/stars/baaivision/vid2vid-zero?style=social"></a>
- (ICCV 23') **FateZero**: Fusing Attentions for Zero-shot Text-based Video Editing, *Qi et al.* 
 - <a href="https://arxiv.org/abs/2303.09535"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://fate-zero-edit.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/ChenyangQiQi/FateZero"><img src="https://img.shields.io/github/stars/ChenyangQiQi/FateZero?style=social"></a>
- (ACML 23') **Edit-A-Video**: Single Video Editing with Object-Aware Consistency, *Shin et al.* 
 - <a href="https://arxiv.org/abs/2303.07945"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://edit-a-video.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>
- (Preprint 23') **Video-P2P**: Video Editing with Cross-attention Control, *Liu et al.* 
 - <a href="https://arxiv.org/abs/2303.04761"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://video-p2p.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/dvlab-research/Video-P2P"><img src="https://img.shields.io/github/stars/dvlab-research/Video-P2P?style=social"></a>

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### Motion-Based Feature Injection
- (CVPR 24') **FRESCO**: Spatial-Temporal Correspondence for Zero-Shot Video Translation, *Yang et al.* 
 - <a href="https://arxiv.org/abs/2403.12962"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://www.mmlab-ntu.com/project/fresco/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/williamyang1991/FRESCO"><img src="https://img.shields.io/github/stars/williamyang1991/FRESCO?style=social"></a>
- (ICLR 24') **FLATTEN**: optical FLow-guided ATTENtion for consistent text-to-video editing, *Cong et al.* 
 - <a href="https://arxiv.org/abs/2310.05922"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://flatten-video-editing.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/yrcong/flatten"><img src="https://img.shields.io/github/stars/yrcong/flatten?style=social"></a>
- (ICLR 24') **TokenFlow**: Consistent Diffusion Features for Consistent Video Editing, *Geyer et al.* 
 - <a href="https://arxiv.org/abs/2307.10373"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://diffusion-tokenflow.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/omerbt/TokenFlow"><img src="https://img.shields.io/github/stars/omerbt/TokenFlow?style=social"></a>

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## Diffusion Latents Manipulation

### Latent Initialization
- (CVPR 24') **A Video is Worth 256 Bases**: Spatial-Temporal Expectation-Maximization Inversion for Zero-Shot Video Editing, *Li et al.* 
 - <a href="https://arxiv.org/abs/2312.05856"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://stem-inv.github.io/page/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/STEM-Inv/stem-inv"><img src="https://img.shields.io/github/stars/STEM-Inv/stem-inv?style=social"></a>
- (Preprint 23') **Video ControlNet**: Towards Temporally Consistent Synthetic-to-Real Video Translation Using Conditional Image Diffusion Models, *Chu et al.* 
 - <a href="https://arxiv.org/abs/2305.19193"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a>
- (Preprint 23') **Control-A-Video**: Controllable Text-to-Video Generation with Diffusion Models, *Chen et al.* 
 - <a href="https://arxiv.org/abs/2305.13840"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://controlavideo.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Weifeng-Chen/control-a-video"><img src="https://img.shields.io/github/stars/Weifeng-Chen/control-a-video?style=social"></a>
- (ICCV 23') **Text2Video-Zero**: Text-to-Image Diffusion Models are Zero-Shot Video Generators, *Khachatryan et al.* 
 - <a href="https://arxiv.org/abs/2303.13439"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://text2video-zero.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Picsart-AI-Research/Text2Video-Zero"><img src="https://img.shields.io/github/stars/Picsart-AI-Research/Text2Video-Zero?style=social"></a>

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### Latent Transition

- (ICML 24') **FRAG**: Frequency Adapting Group for Diffusion Video Editing, *Yoon et al.*
 - <a href="https://arxiv.org/abs/2406.06044"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a>
- (CVPR 24') **GenVideo**: One-shot target-image and shape-aware video editing using T2I diffusion models, *Harsha et al.*
 - <a href="https://arxiv.org/abs/2404.12541"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a>
- (Preprint 24') **MotionClone**: Training-Free Motion Cloning for Controllable Video Generation, *Ling et al.*
 - <a href="https://arxiv.org/abs/2406.05338"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://bujiazi.github.io/motionclone.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Bujiazi/MotionClone/"><img src="https://img.shields.io/github/stars/Bujiazi/MotionClone?style=social"></a>
- (CVPR 24') **RAVE**: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models, *Kara et al.*
 - <a href="https://arxiv.org/abs/2312.04524"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://rave-video.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/RehgLab/RAVE"><img src="https://img.shields.io/github/stars/RehgLab/RAVE?style=social"></a>
- (CVPR 24') Space-Time Diffusion Features for Zero-Shot Text-Driven Motion Transfer, *Yatim et al.*
 - <a href="https://arxiv.org/abs/2311.17009"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://diffusion-motion-transfer.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/diffusion-motion-transfer/diffusion-motion-transfer"><img src="https://img.shields.io/github/stars/diffusion-motion-transfer/diffusion-motion-transfer?style=social"></a>
- (Preprint 23') **DiffSynth**: Latent In-Iteration Deflickering for Realistic Video Synthesis, *Duan et al.*
 - <a href="https://arxiv.org/abs/2308.03463"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://anonymous456852.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/alibaba/EasyNLP/tree/master/diffusion/DiffSynth"><img src="https://img.shields.io/github/stars/alibaba/EasyNLP?style=social"></a>
- (SIGGRAPH 23') **Rerender A Video**: Zero-Shot Text-Guided Video-to-Video Translation, *Yang et al.*
 - <a href="https://arxiv.org/abs/2306.07954"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://www.mmlab-ntu.com/project/rerender/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/williamyang1991/Rerender_A_Video"><img src="https://img.shields.io/github/stars/williamyang1991/Rerender_A_Video?style=social"></a>
- (ICLR 23') **ControlVideo**: Training-free Controllable Text-to-Video Generation, *Zhang et al.*
 - <a href="https://arxiv.org/abs/2305.13077"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://controlvideov1.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/YBYBZhang/ControlVideo"><img src="https://img.shields.io/github/stars/YBYBZhang/ControlVideo?style=social"></a>
- (ICCV 23') **Pix2Video**: Video Editing using Image Diffusion, *Ceylan et al.*
 - <a href="https://arxiv.org/abs/2303.12688"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://duyguceylan.github.io/pix2video.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/duyguceylan/pix2video"><img src="https://img.shields.io/github/stars/duyguceylan/pix2video?style=social"></a>

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## Canonical Representation
- (Preprint 23') **Neural Video Fields Editing**: Neural Video Fields Editing, *Yang et al.* 
 - <a href="https://arxiv.org/abs/2312.08882"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://nvedit.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Ysz2022/NVEdit"><img src="https://img.shields.io/github/stars/Ysz2022/NVEdit?style=social"></a>
- (Preprint 23') **DiffusionAtlas**: High-Fidelity Consistent Diffusion Video Editing, *Chang et al.* 
 - <a href="https://arxiv.org/abs/2312.03772"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://diffusionatlas.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> 
- (ICCV 23') **StableVideo**: Text-driven Consistency-aware Diffusion Video Editing, *Chai et al.* 
 - <a href="https://arxiv.org/abs/2308.09592"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://github.com/rese1f/StableVideo"><img src="https://img.shields.io/github/stars/rese1f/StableVideo?style=social"></a> 
- (CVPR 24') **CoDeF**: Content Deformation Fields for Temporally Consistent Video Processing, *Ouyang et al.* 
 - <a href="https://arxiv.org/abs/2308.07926"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://qiuyu96.github.io/CoDeF/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/qiuyu96/CoDeF"><img src="https://img.shields.io/github/stars/qiuyu96/CoDeF?style=social"></a>
- (TMLR 24') **VidEdit**: Zero-Shot and Spatially Aware Text-Driven Video Editing, *Couairon et al.* 
 - <a href="https://arxiv.org/abs/2306.08707"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://videdit.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> 
- (CVPR 23') Shape-aware Text-driven Layered Video Editing, *Lee et al.* 
 - <a href="https://openaccess.thecvf.com/content/CVPR2023/papers/Lee_Shape-Aware_Text-Driven_Layered_Video_Editing_CVPR_2023_paper.pdf"><img src="https://img.shields.io/badge/Open%20Access-Paper-%23FFA500"></a> <a href="https://text-video-edit.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/text-video-edit/shape-aware-text-driven-layered-video-editing-release"><img src="https://img.shields.io/github/stars/text-video-edit/shape-aware-text-driven-layered-video-editing-release?style=social"></a> 
- (CVPR 23') Blind Video Deﬂickering by Neural Filtering with a Flawed Atlas, *Lei et al.* 
 - <a href="https://arxiv.org/abs/2303.08120"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://chenyanglei.github.io/deflicker/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/ChenyangLEI/All-In-One-Deflicker"><img src="https://img.shields.io/github/stars/ChenyangLEI/All-In-One-Deflicker?style=social"></a>

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## Novel Conditioning

### Point-Based Editing

- (SIGGRAPH 24') **MotionCtrl**: A Unified and Flexible Motion Controller for Video Generation, *Wang et al.*
 - <a href="https://arxiv.org/abs/2312.03641"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://wzhouxiff.github.io/projects/MotionCtrl/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/TencentARC/MotionCtrl"><img src="https://img.shields.io/github/stars/TencentARC/MotionCtrl?style=social"></a>
- (Preprint 23') **Drag-A-Video**: Non-rigid Video Editing with Point-based Interaction, *Teng et al.*
 - <a href="https://arxiv.org/abs/2312.02936"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a>
- (ECCV 24') **DragVideo**: Interactive Drag-style Video Editing, *Deng et al.*
 - <a href="https://arxiv.org/abs/2312.02216"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://github.com/RickySkywalker/DragVideo-Official"><img src="https://img.shields.io/github/stars/RickySkywalker/DragVideo-Official?style=social"></a>
- (CVPR 24') **VideoSwap**: Customized Video Subject Swapping with Interactive Semantic Point Correspondence, *Placeholder et al.*
 - <a href="https://arxiv.org/abs/2312.02087"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://videoswap.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/showlab/VideoSwap"><img src="https://img.shields.io/github/stars/showlab/VideoSwap?style=social"></a>

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### Pose-Guided Human Action Editing

- (Preprint 24') **AnchorCrafter**: Animate CyberAnchors Saling Your Products via Human-Object Interacting Video Generation, *Xu et al.*
 - <a href="https://arxiv.org/abs/2411.17383v1"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://cangcz.github.io/Anchor-Crafter/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/cangcz/AnchorCrafter"><img src="https://img.shields.io/github/stars/cangcz/AnchorCrafter?style=social"></a>
- (Preprint 24') **StableAnimator**: High-Quality Identity-Preserving Human Image Animation, *Tu et al.*
 - <a href="https://arxiv.org/abs/2411.17697"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://francis-rings.github.io/StableAnimator/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Francis-Rings/StableAnimator"><img src="https://img.shields.io/github/stars/Francis-Rings/StableAnimator?style=social"></a>
- (SINGGRAPH Asia 24') **Fashion-VDM**: Video Diffusion Model for Virtual Try-On, *Karras et al.*
 - <a href="https://arxiv.org/abs/2411.00225"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://johannakarras.github.io/Fashion-VDM/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a>
- (Preprint 24') **Animate-X**: Universal Character Image Animation with Enhanced Motion Representation, *Tan et al.*
 - <a href="https://arxiv.org/abs/2410.10306"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://lucaria-academy.github.io/Animate-X/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/antgroup/animate-x"><img src="https://img.shields.io/github/stars/antgroup/animate-x?style=social"></a>
- (SCIS 24') **UniAnimate**: Taming Unified Video Diffusion Models for Consistent Human Image Animation, *Wang et al.* 
 - <a href="https://arxiv.org/abs/2406.01188"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://unianimate.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/ali-vilab/UniAnimate"><img src="https://img.shields.io/github/stars/ali-vilab/UniAnimate?style=social"></a>
- (Preprint 24') **Zero-shot High-fidelity and Pose-controllable Character Animation**, *Zhu et al.* 
 - <a href="https://arxiv.org/abs/2404.13680"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a>
- (Preprint 23') **Animate Anyone**: Consistent and Controllable Image-to-Video Synthesis for Character Animation, *Hu et al.* 
 - <a href="https://arxiv.org/abs/2311.17117"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://humanaigc.github.io/animate-anyone/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/HumanAIGC/AnimateAnyone"><img src="https://img.shields.io/github/stars/HumanAIGC/AnimateAnyone?style=social"></a> <a href="https://github.com/MooreThreads/Moore-AnimateAnyone"><img src="https://img.shields.io/github/stars/MooreThreads/Moore-AnimateAnyone?style=social"></a>
- (Preprint 23') **MagicAnimate**: Temporally Consistent Human Image Animation using Diffusion Model, *Xu et al.* 
 - <a href="https://arxiv.org/abs/2311.16498"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://showlab.github.io/magicanimate/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/magic-research/magic-animate"><img src="https://img.shields.io/github/stars/magic-research/magic-animate?style=social"></a>
- (ICML 24') **MagicPose**: Realistic Human Poses and Facial Expressions Retargeting with Identity-aware Diffusion, *Chang et al.* 
 - <a href="https://arxiv.org/abs/2311.12052"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://boese0601.github.io/magicdance/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Boese0601/MagicDance"><img src="https://img.shields.io/github/stars/Boese0601/MagicDance?style=social"></a>
- (CVPR 24') **DisCo**: Disentangled Control for Realistic Human Dance Generation, *Wang et al.* 
 - <a href="https://arxiv.org/abs/2307.00040"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://disco-dance.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/Wangt-CN/DisCo"><img src="https://img.shields.io/github/stars/Wangt-CN/DisCo?style=social"></a>
- (ICCV 23') **DreamPose**: Fashion Image-to-Video Synthesis via Stable Diffusion, *Karras et al.* 
 - <a href="https://arxiv.org/abs/2304.06025"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://grail.cs.washington.edu/projects/dreampose/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/johannakarras/DreamPose"><img src="https://img.shields.io/github/stars/johannakarras/DreamPose?style=social"></a>
- (AAAI 23') **Follow Your Pose**: Pose-Guided Text-to-Video Generation using Pose-Free Videos, *Ma et al.* 
 - <a href="https://arxiv.org/abs/2304.01186"><img src="https://img.shields.io/badge/arXiv-Paper-B31B1B.svg"></a> <a href="https://follow-your-pose.github.io/"><img src="https://img.shields.io/badge/project-Website-%23009BD5"></a> <a href="https://github.com/mayuelala/FollowYourPose"><img src="https://img.shields.io/github/stars/mayuelala/FollowYourPose?style=social"></a>

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## 📜 Change Log
- [*25 May 2025*] Fix some typos in the leaderboard.
- [*28 Nov 2024*] Update the list format to enhance clarity.

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