ResearchBenchmarksImage-to-Video Generation on VBench Slow MotionFollow96.65Subject ConsistencyOurs-SFT95.786896.010996.23596.4591Jul 4, 2026Evaluation ResultsMethodMethodLinksSubject ConsistencyBackground ConsistencyMotion SmoothnessAesthetic QualityImaging QualityI2V Subject ConsistencyI2V Background ConsistencyTotal ScoreOurs-SFTSteps=20, Params (B)=1.2Steps=20, Params (B)=1.22026.0796.6595.5798.9562.2967.8997.5599.2588.31Wan2.1Steps=20, Params (B)=14Steps=20, Params (B)=142026.0796.4896.0199.263.4268.1597.3698.9788.51OursSteps=4, Params (B)=1.2Steps=4, Params (B)=1.22026.0795.8294.9899.0361.5268.7597.289988.05