Screen, Cache, and Match: A Training-Free Causality-Consistent Reference Frame Framework for Human Animation

Jianan Wang, Nailei Hei, Li He +8

Human animation aims to generate temporally coherent and visually consistent videos over long sequences, yet modeling long-range dependencies while preserving frame quality remains…