UniVideo: Unified Understanding, Generation, and Editing for Videos

Cong Wei^*,1,2   Quande Liu^†,2   Zixuan Ye²   Qiulin Wang²   Xintao Wang²

Pengfei Wan²   Kun Gai²   Wenhu Chen^†,1

¹University of Waterloo    ²Kling Team, Kuaishou Technology
^*Work done during an internship at Kling Team, Kuaishou Technology ^†Corresponding author

🔔News

• [2026-01-07]: Released Code and Model.
• [2025-10-09]: Released Arxiv Preprint and the Project Page

How to use

• Please refer to 🔗 GitHub for usage.

Acknowledgement

• HunyuanVideo: the base video generation model used in this work. Thanks to the authors for their excellent contribution.
• Qwen2.5-VL: the base vlm model used in this work. Thanks to the authors for their excellent contribution.
• MetaQueries: we adopt their query implementation. Thanks to the authors for their excellent contribution.

🌟 Citation

If you find UniVideo useful for your research and applications, please cite using this BibTeX:

@article{wei2025univideo,
  title={Univideo: Unified understanding, generation, and editing for videos},
  author={Wei, Cong and Liu, Quande and Ye, Zixuan and Wang, Qiulin and Wang, Xintao and Wan, Pengfei and Gai, Kun and Chen, Wenhu},
  journal={arXiv preprint arXiv:2510.08377},
  year={2025}
}