Preprint Open access
LIFT: Layout-In-Future Video Generation under Large Viewpoint Change via On-Policy Self-Distillation
We introduce LIFT, a unified image-to-video generation framework that complements camera control with Layout-In-FuTure control, enabling users to specify what should appear in a future view and where it should appear. This addresses a practical need in controllable video generation: given an initial image, users often …