AnyV2V is a training-free framework for performing diverse video-to-video editing tasks by leveraging image editing techniques. The method converts video editing into an image editing problem, requiring only a single reference image to achieve temporally consistent edits. It builds on top of existing image editing methods to enable various editing operations including style transfer, object replacement, and attribute changes across video sequences.