Preprint
Jul 2026
Enhancing Video Physical Consistency via Role-aware Joint Training and Modality-decoupled Denoising
A role-aware signal that groups entities into agents, controlled objects, passive objects, and background, so that different physical roles can be modeled more clearly is introduced, and a modality-decoupled denoising strategy, where the visual and auxiliary channels are assigned independent noise levels, is proposed.
Guangting Zheng, Haojing Chen, Hao Li et al.
· 2 citations