Video Generation on PhyGenBench (test)
61Mechanics Fidelity ScoreCausalMotion
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CausalMotion2026.06 | 61 | 71 | 68 | 61 | 65 | |
| PhyGDPO2026.06 | 55 | 60 | 58 | 47 | 55 | |
| VLIPP2026.06 | 55 | 71 | 60 | 53 | 60 | |
| Diffphy2026.06 | 53 | 59 | 58 | 46 | 54 | |
| SG-I2VType=Image-to-Video2026.06 | 52 | 69 | 51 | 39 | 54 | |
| PhyT2V2026.06 | 49 | 61 | 49 | 47 | 52 | |
| CogvideoX-I2V-5BType=Image-to-Video2026.06 | 48 | 69 | 43 | 41 | 52 | |
| VideoDPO2026.06 | 48 | 60 | 47 | 58 | 54 | |
| LTX-Video-I2VType=Image-to-Video2026.06 | 47 | 65 | 46 | 37 | 50 | |
| SVD-XTType=Image-to-Video2026.06 | 46 | 68 | 48 | 41 | 52 | |
| CogvideoX-T2V-5BType=Text-to-Video2026.06 | 43 | 55 | 40 | 42 | 45 | |
| OpenSoraType=Text-to-Video2026.06 | 43 | 50 | 44 | 37 | 44 | |
| LTX-Video-T2VType=Text-to-Video2026.06 | 35 | 45 | 36 | 38 | 39 | |
| LLM-Grounding Video Diffusion2026.06 | 32 | 41 | 26 | 24 | 31 |