Author

Lirong Qian

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Preprint Aug 2026

UniMoCa: Unifying Motion and Camera Controls as Visual Proxies for Faithful Human Video Generation

UniMoCa, a representation-driven framework that unifies motion and camera controls in visual space, achieves substantial gains in human motion control, camera control, temporal consistency, and camera-aware robustness with minimal additional complexity.

Liming Tan, Ye Chen, Hao Zhang et al. · 0 citations