Video Motion

Video motion analysis and manipulation are active research areas focusing on efficiently extracting, editing, and synthesizing motion information from video data. Current efforts leverage techniques like attention mechanisms to improve motion extraction, diffusion models for precise motion editing while preserving other video attributes, and event-based cameras for enhanced temporal resolution and accuracy. These advancements are improving applications ranging from video frame interpolation and text-to-video generation to assistive technologies for the visually impaired and creating realistic avatars.