Physics-aware 4D Generation on PhysAssets
0.2732CLIPsim (metal)PhysGM
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PhysGMDirect Preference Optimization (DPO)=true2025.08 | 0.2732 | 49 | 0.2774 | 44 | 0.2691 | 38 | 0.2548 | 47 | 0.2997 | 36 | 0.2748 | 42.8 | |
| PhysGMDirect Preference Optimization (DPO)=false2025.08 | 0.2698 | 30 | 0.27 | 33 | 0.2547 | 31 | 0.2541 | 26 | 0.298 | 30 | 0.2693 | 30 | |
| DreamPhysics2025.08 | 0.2273 | 16 | 0.2459 | 11 | 0.2437 | 23 | 0.2071 | 18 | 0.2217 | 18 | 0.2291 | 17.2 | |
| OmniPhysGS2025.08 | 0.2149 | 5 | 0.2291 | 12 | 0.2135 | 8 | 0.1834 | 9 | 0.2047 | 16 | 0.2091 | 10 |