Wan-Move: Motion-controllable Video Generation via Latent Trajectory Guidance
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Single-object Motion Control
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Multi-object Motion Control
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Comparison
Qualitative comparisons with both the academic methods and commercial solutions.
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Tora
Academic method
Academic method
Kling 1.5 Pro
Commercial solution
Commercial solution
Wan-Move
Ours
Ours
Camera Control
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5s
5s
5s
Motion Transfer
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3D Rotation
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5s
5s
5s
Contact Us
Feel free to contact Ruihang Chu at ruihangchu@gmail.com for any question, cooperation, and communication.
If you find this work useful, please consider citing:
@article{chu2025wan,
title={Wan-Move: Motion-controllable Video Generation via Latent Trajectory Guidance},
author={Ruihang Chu and Yefei He and Zhekai Chen and Shiwei Zhang and Xiaogang Xu and Bin Xia and Dingdong Wang and Hongwei Yi and Xihui Liu and Hengshuang Zhao and Yu Liu and Yingya Zhang and Yujiu Yang},
year={2025},
eprint={2512.08765},
archivePrefix={arXiv},
primaryClass={cs.CV}
}