VINCIE-NExT: Unlocking Video Editing from Images via In-Context Modeling
VINCIE-NExT transfers video editing skills from images to videos by using in-context visual demonstrations instead of needing massive paired video data. It breaks editing into a chain (Video->Image->Image->Video) and uses a novel spatial encoding to ensure appearance changes are applied consistently across all output frames, achieving state-of-the-art results.