ResearchBenchmarksImage-to-Video Generation on I2V unseen LoRA effects (val)Image-to-Video Generation on I2V unseen LoRA effects (val)Follow81.5Ref Video Adherence (Win Rate)RefVFX74.42876.26478.179.936Jan 12, 2026Evaluation resultsMethodMethodLinksRef Video Adherence (Win Rate)Ref Video Adherence (Mean Score)RefVFXBaseline=No RefBaseline=No Ref2026.0181.515RefVFXBaseline=VACE (I2V)Baseline=VACE (I2V)2026.018069RefVFXBaseline=Wan2.1Baseline=Wan2.12026.0174.757