Xiao-Xuan Bai

Content-Consistent Start-to-End Frame Video Generation via Manifold-Guided Feature Intervention and Lightweight Adaptation

Generating coherent video between semantically distant endpoint images requires both endpoint adherence and valid intermediate structure. We present TACT, a two-stage framework for endpoint-conditioned transition video generation. Stage 1 is training-free: it fuses start and end conditions and intervenes in early tempo...