本仓库是论文列表而非可运行代码，没有安装步骤；部分条目只给官网链接，无开源实现；引用请以 CSUR 期刊版本为准
README 里没有找到可直接复制的安装命令，请到 README 或官方文档查看安装方式。
硬件要求按 README 说明
README 未说明
支持 Apple Silicon
视频扩散模型综述论文的配套资源库，汇总论文、数据集与开源工具箱
汇总视频扩散模型相关论文与资源的综述清单，覆盖文本生成视频、视频编辑等方向，帮研究者快速摸清领域脉络和代表工作。
核心能力
- 按生成、编辑、理解三大任务分类整理文献
- 收录 T2V 生成与编辑的开源工具箱和基础模型
- 按 caption 级和类别级整理视频数据集
- 提供 arXiv、GitHub、项目主页多链接索引
- 附中文翻译与 BibTeX 引用
容易踩的坑
内容由模型根据 README 生成，可能不完整或不准确，以官方文档为准。看原文 README
暂无 release 数据（可能没有发版，或尚未同步）。
用户点评
登录用户的真实使用记录，可按版本和硬件筛选共 0 条
还没有人点评。第一个说出真实体验的人最有价值。
A Survey on Video Diffusion Models 
- [News] The updated version is available on arXiv.
- [News] Our survey is accepted by ACM Computing Surveys (CSUR).
- [News] The Chinese translation is available on Zhihu. Special thanks to Dai-Wenxun for this.
Contact
If you have any suggestions or find our work helpful, feel free to contact us
Homepage: Zhen Xing
Email: [email protected]
If you find our survey is useful in your research or applications, please consider giving us a star 🌟 and citing it by the following BibTeX entry.
@article{xing2023survey,
title={A survey on video diffusion models},
author={Xing, Zhen and Feng, Qijun and Chen, Haoran and Dai, Qi and Hu, Han and Xu, Hang and Wu, Zuxuan and Jiang, Yu-Gang},
journal={ACM Computing Surveys},
year={2023},
publisher={ACM New York, NY}
}
Open-source Toolboxes and Foundation Models
| Methods | Task | Github |
|---|---|---|
| Helios | T2V Generation |  |
| Movie Gen | T2V Generation | - |
| CogVideoX | T2V Generation |  |
| Open-Sora-Plan | T2V Generation |  |
| Open-Sora | T2V Generation |  |
| Morph Studio | T2V Generation | - |
| Genie | T2V Generation | - |
| Sora | T2V Generation & Editing | - |
| VideoPoet | T2V Generation & Editing | - |
| Stable Video Diffusion | T2V Generation |  |
| NeverEnds | T2V Generation | - |
| Pika | T2V Generation | - |
| EMU-Video | T2V Generation | - |
| GEN-2 | T2V Generation & Editing | - |
| ModelScope | T2V Generation |  |
| ZeroScope | T2V Generation | - |
| T2V Synthesis Colab | T2V Genetation |  |
| VideoCraft | T2V Genetation & Editing |  |
| Diffusers (T2V synthesis) | T2V Genetation | - |
| AnimateDiff | Personalized T2V Genetation |  |
| Text2Video-Zero | T2V Genetation |  |
| HotShot-XL | T2V Genetation |  |
| Genmo | T2V Genetation | - |
| Fliki | T2V Generation | - |
| Seedream AI Studio | Image Generation + I2V Animation | - |
| Omni-Rewriter | Prompt Expansion (Video/Image PE) |  |
Table of Contents
Video Generation
Data
Caption-level
| MiniMax H3 1K Prompt Dataset | 
| 
Category-level
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild | | - | - | Dec., 2012 |
| First Order Motion Model for Image Animation | | - | - | May, 2023 |
| Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks | | - | - | CVPR,2018 |
Metric and BenchMark
Text-to-Video Generation
Training-based
Training-free
Video Generation with other conditions
Pose-guided Video Generation
Motion-guided Video Generation
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| MagicMotion: Controllable Video Generation with Dense-to-Sparse Trajectory Guidance | |  | | Mar. 2025 |
| MOTIONCLONE: TRAINING-FREE MOTION CLONING FOR CONTROLLABLE VIDEO GENERATION | |  | | Jun., 2024 |
| Tora: Trajectory-oriented Diffusion Transformer for Video Generation | | | | CVPR 2025 |
| [MOFA-Video: Cont |
stable-diffusion-webui
AUTOMATIC1111·Python
基于 Gradio 的 Stable Diffusion 网页界面，把文生图、图生图、局部重绘等能力做成可视化操作面板，不用写代码就能跑图像生成。
图像生成+4图像生成
165279+3331kv1.10.12026-03-02 07:00 UTC
ComfyUI
Comfy-Org·Python
基于节点图的扩散模型图形界面与后端，支持本地快速推理和 API 调用，方便搭建和调试图像生成工作流。
扩散模型+4图像生成
146089+60317kv0.44.02026-11-10 08:24 UTC
OpenMontage
OpenMontageInc·Python
把 Claude、Cursor 等 AI 编程助手变成完整视频制作工作室，内置 12 条制作流水线和 100+ 工具，覆盖脚本、配音、图像生成到剪辑全流程。
视频制作+4图像生成
79288+63411k2026-11-09 06:23 UTC
OpenMontage
calesthio·Python
把 Claude、Cursor 等 AI 编程助手变成完整的视频制作工作室，内置 12 条制作流水线和 100+ 工具，覆盖从生成到剪辑的全流程。
视频制作+4图像生成
7786710k2026-11-03 17:42 UTC