This project aims to provide a unified framework for high-fidelity character animation and image pose transfer for references with arbitrary layouts, addressing limitations in existing diffusion models regarding spatially misaligned reference-pose pairs.
Our model can adapt a single reference image to various motion patterns, demonstrating flexible motion control capabilities.
The 1.3 B model also delivers strong performance (from 1.3b_2 ckpt).
Our project is based on
opensora. Some codes are brought from
StableAnimator and
Wan-Animate. Thanks for their awesome works.
If you find our work helpful or inspiring, please feel free to cite it.
1@article{shi2025one,
2 title={One-to-All Animation: Alignment-Free Character Animation and Image Pose Transfer},
3 author={Shi, Shijun and Xu, Jing and Li, Zhihang and Peng, Chunli and Yang, Xiaoda and Lu, Lijing and Hu, Kai and Zhang, Jiangning},
4 journal={arXiv preprint arXiv:2511.22940},
5 year={2025}
6}
