ResearchBenchmarksImage Animation on User Study 30 randomly selected videos (test)Follow3.83Visual ScorePhysLayer1.5942.17452.7553.3355Apr 26, 2026Evaluation ResultsMethodMethodLinksVisual ScoreText-Align ScorePhysics ScorePhysLayerScale=1-5 Likert scaleScale=1-5 Likert scale2026.043.834.234.1PhysGen2026.043.56—3.31CogVideoX2026.043.353.122.63I2VGen-XL2026.042.542.212.16DynamiCrafter2026.042.021.971.82PIA2026.041.681.861.55