ResearchBenchmarksMotion-Controlled Video Generation on Time-to-Move (TTM)Follow0.87FPSLIPAR0.56840.64670.7250.8033Mar 6, 2026Evaluation ResultsMethodMethodLinksFPSWarp ErrorSubject ConsistencyBackground ConsistencyMotion SmoothnessImage QualityLIPARbase_model=TTM (5b)base_model=TTM (5b)2026.030.8740.496.196.299.366.5TTMparameters=5bparameters=5b2026.030.5863.695.695.799.165.2