The best image to video model is Seedance 2 Image to Video, rated 1343 Elo (#1 of 79) in the Image-to-Video Arena by human preference. Seedance 2 Reference to Video (1343 Elo) and Seedance 2.0 Fast Image to Video (1343 Elo) round out the top three. 25 of the 52 models below carry arena rankings.
Models that animate still images into video, ranked by human-preference Elo — the best way to pick an image-to-video model for motion quality.