Physical and Semantic Video Evaluation on VideoPhy Standard
67.3SA ScoreWMReward
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WMRewardRefinement Strategy=Refinement only, Guidance=True2026.05 | 67.3 | 67.2 | 55.6 | |
| WMRewardRefinement Strategy=Search (BoN8) + refinement, Guidance=True, Search=BoN82026.05 | 66.7 | 68.9 | 52.8 | |
| ProprioRefinement Strategy=Search (BoN4) + refinement, Search=BoN4, Scoring Method=S_motion2026.05 | 66.1 | 71.7 | 52.8 | |
| ProprioRefinement Strategy=Search (BoN8) + refinement, Search=BoN8, Scoring Method=S_hybrid2026.05 | 66.1 | 74.4 | 57.8 | |
| Turbo Wan2.22026.05 | 65.6 | 67.2 | 55 | |
| ProprioRefinement Strategy=Refinement only, Scoring Method=S_hybrid2026.05 | 65.6 | 71.7 | 54.4 | |
| ProprioRefinement Strategy=Refinement only, Scoring Method=S_global2026.05 | 65.4 | 68.2 | 54.2 | |
| ProprioRefinement Strategy=Refinement only, Scoring Method=S_motion2026.05 | 65.4 | 69.3 | 54.2 | |
| ProprioRefinement Strategy=Search (BoN8) + refinement, Search=BoN8, Scoring Method=S_motion2026.05 | 65 | 73.3 | 55.6 | |
| WMRewardRefinement Strategy=Search (BoN4) + refinement, Guidance=True, Search=BoN42026.05 | 64.4 | 67.2 | 51.1 | |
| ProprioRefinement Strategy=Search (BoN4) + refinement, Search=BoN4, Scoring Method=S_global2026.05 | 64.4 | 71.7 | 54.4 | |
| ProprioRefinement Strategy=Search (BoN4) + refinement, Search=BoN4, Scoring Method=S_hybrid2026.05 | 63.9 | 73.3 | 51.1 |