VPT: Enhancing Video Physical Consistency via Role-aware Joint Training and Modality-decoupled Denoising

VPT is a fine-tuning framework that improves the physical consistency of pretrained video diffusion models (e.g. Wan2.1-T2V) while preserving their visual quality.