Physical Plausibility Evaluation on VideoPhy
41Average PCMMPhysVideo
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MMPhysVideoBase Model=CogVideoX-5B2026.04 | 41 | 28.7 | 60.8 | 41.8 | 81.5 | 70.9 | 80 | 72.7 | |
| VideoREPASource=VideoREPA Zhang et al. (2025b)2026.04 | 40.1 | 28 | 58 | 39 | 82.9 | 74.5 | 80 | 72.1 | |
| WISASource=WISA Wang et al. (2025c)2026.04 | 38 | — | — | — | — | — | — | 67 | |
| PhyT2VSource=WISA Wang et al. (2025c)2026.04 | 37 | — | — | — | — | — | — | 61 | |
| CogVideoX-5BSource=VideoREPA Zhang et al. (2025b)2026.04 | 32.3 | 19.6 | 62.9 | 33.6 | 76 | 61.8 | 72.7 | 70 | |
| LaVIESource=VideoREPA Zhang et al. (2025b)2026.04 | 31.5 | 18.3 | 40.8 | 37 | 48.6 | 50.9 | 69.1 | 48.7 | |
| MMPhysVideoBase Model=CogVideoX-2B2026.04 | 30.5 | 22.4 | 54.5 | 30.1 | 74 | 52.7 | 70.9 | 65.4 | |
| VideoCrafter2Source=VideoREPA Zhang et al. (2025b)2026.04 | 29.7 | 32.2 | 50.4 | 27.4 | 50.7 | 29.1 | 48.1 | 50.3 | |
| HunyuanVideoSource=VideoREPA Zhang et al. (2025b)2026.04 | 28.2 | 16.1 | 55.2 | 30.1 | 67.1 | 54.5 | 54.5 | 60.2 | |
| MMPhysVideoBase Model=Wan2.1-1.3B2026.04 | 27.3 | 17.5 | 60.1 | 29.5 | 76.7 | 47.3 | 74.5 | 69.5 | |
| PhysHPO2026.04 | 25.9 | 20.4 | — | 24.7 | — | 42.9 | — | — | |
| CogVideoX-2BSource=VideoREPA Zhang et al. (2025b)2026.04 | 25.6 | 13.3 | 49.6 | 28.1 | 71.2 | 50.9 | 60 | 60.5 | |
| Wan2.1-1.3B2026.04 | 24.4 | 16.8 | 60.1 | 25.3 | 72.6 | 41.8 | 76.4 | 68 | |
| DreamMachineSource=VideoREPA Zhang et al. (2025b)2026.04 | 21.8 | 21.7 | 55.1 | 23.3 | 59.6 | 18.2 | 58.2 | 57.5 | |
| Cosmos-Diffusion-7BSource=WISA Wang et al. (2025c)2026.04 | 18 | — | — | — | — | — | — | 57 | |
| OmniVDiff2026.04 | 11 | 4.9 | 31.5 | 12.3 | 49.3 | 23.6 | 69.1 | 45.1 |