ResearchBenchmarksImage Animation on 30 evaluation videosFollow102.32FIDPhysLayer97.8104128.2502158.69189.1298Apr 26, 2026Evaluation ResultsMethodMethodLinksFIDClip-SimM-FIDM-SPhysLayer2026.04102.3216.64389.6498.6PhysGen2026.04112.83—401.6198.2CogVideoX2026.04120.9116.18406.3297.8DynamiCrafter2026.04185.8616.16429.2295.4I2VGen-XL2026.04187.3516.28442.9195.6PIA2026.04215.0616.17418.5198.1