Video to Video Synthesis

Video-to-video synthesis focuses on transforming videos from one domain to another, preserving temporal consistency and content, with applications ranging from medical simulations to animation. Current research emphasizes improving temporal coherence in generated videos, often employing diffusion models and techniques like anchor-based cross-frame attention or mesh stylization to reduce artifacts and increase fidelity. These advancements are improving efficiency and speed, enabling real-time or near real-time video synthesis for diverse applications including medical training, video editing, and animation production.