Si-Yu Zhou

Beyond Masks and Trajectories: Flow-Guided Latent Action Injection for Stable Surgical Video Generation

Surgical video generation holds substantial potential for surgical education, simulation, and data augmentation, yet generating surgical videos with realistic and clinically plausible motion remains challenging. Most existing methods rely on auxiliary conditions, such as masks, trajectories, depth, or reference videos,...