SEINE is a video diffusion model designed for generative transition and prediction tasks, enabling extension from short to long video sequences. It builds on Stable Diffusion v1.4 as its image-to-video foundation and is part of the broader Vchitect video generation system. The model supports image-to-video generation and video continuation workflows.