Video Generation on VideoPhy
72SA (%)VideoREPA-5B
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VideoREPA-5Bphysics-aware=true2026.03 | 72 | 40 | — | — | — | — | — | — | — | — | — | — | |
| VideoREPA-5BTraining-Free=no2025.09 | 72 | 40 | — | — | — | — | — | — | — | — | — | — | |
| WISAphysics-aware=true2026.03 | 67 | 38 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5B + WISATraining-Free=no2025.09 | 67 | 38 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5Bsource_citation=VideoPhy [3]2026.03 | 63 | 53 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5Bsource_citation=VideoREPA [66]2026.03 | 63 | 31 | — | — | — | — | — | — | — | — | — | — | |
| PhyT2Vphysics-aware=true, source_citation=WISA [49]2026.03 | 61 | 37 | — | — | — | — | — | — | — | — | — | — | |
| HunYuanVideosource_citation=VideoREPA [66]2026.03 | 60 | 28 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5Bsource_citation=WISA [49]2026.03 | 60 | 33 | — | — | — | — | — | — | — | — | — | — | |
| PhyT2Vphysics-aware=true2026.03 | 59 | 42 | — | — | — | — | — | — | — | — | — | — | |
| PhyT2V (Round 4)Training-Free=no2025.09 | 59 | 42 | — | — | — | — | — | — | — | — | — | — | |
| Cosmos-7Bsource_citation=WISA [49]2026.03 | 57 | 18 | — | — | — | — | — | — | — | — | — | — | |
| MochiParams=10B2026.03 | 53.1 | 36.53 | 44.81 | — | — | — | — | — | — | — | — | — | |
| Wan-14BParams (B)=142026.03 | 52 | 24 | — | — | — | — | — | — | — | — | — | — | |
| Cosmos-7Bsource_citation=Hao et al. [20]2026.03 | 52 | 27 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-2Bsource_citation=VideoREPA [66]2026.03 | 52 | 26 | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1-14Bsource_citation=Our own baseline2026.03 | 52 | 24 | — | — | — | — | — | — | — | — | — | — | |
| Cosmos-Diffusion-7BTraining-Free=–2025.09 | 52 | 27 | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1-14B + OursTraining-Free=yes2025.09 | 52 | 35 | — | — | — | — | — | — | — | — | — | — | |
| AllegroParams=2.8B2026.03 | 51.27 | 27.24 | 39.25 | — | — | — | — | — | — | — | — | — | |
| DiReCTParams=1.3B2026.03 | 51.26 | 38.16 | 44.71 | — | — | — | — | — | — | — | — | — | |
| Wan 2.1-T2V (base)Params=1.3B2026.03 | 50.45 | 32.69 | 41.57 | — | — | — | — | — | — | — | — | — | |
| VideoCrafter2source_citation=VideoREPA [66]2026.03 | 50 | 30 | — | — | — | — | — | — | — | — | — | — | |
| Laviesource_citation=VideoPhy [3]2026.03 | 49 | 28 | — | — | — | — | — | — | — | — | — | — | |
| Laviesource_citation=VideoREPA [66]2026.03 | 49 | 32 | — | — | — | — | — | — | — | — | — | — | |
| VideoCrafter2source_citation=VideoPhy [3]2026.03 | 49 | 35 | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1-14Bsource_citation=Hao et al. [20]2026.03 | 49 | 35 | — | — | — | — | — | — | — | — | — | — | |
| Hao et al.physics-aware=true2026.03 | 49 | 40 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5B + OursTraining-Free=yes2025.09 | 49 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1-14BTraining-Free=–2025.09 | 49 | 35 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-2BParams=2B2026.03 | 48.73 | 34.75 | 41.74 | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5Bsource_citation=Hao et al. [20]2026.03 | 48 | 39 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5Bsource_citation=PhyT2V [56]2026.03 | 48 | 26 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5BTraining-Free=–2025.09 | 48 | 39 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5BParams=5B2026.03 | 47.3 | 42.79 | 45.05 | — | — | — | — | — | — | — | — | — | |
| VideoCrafter2source_citation=WISA [49]2026.03 | 47 | 36 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-2Bsource_citation=VideoPhy [3]2026.03 | 47 | 34 | — | — | — | — | — | — | — | — | — | — | |
| VideoCrafter2Training-Free=–2025.09 | 47 | 36 | — | — | — | — | — | — | — | — | — | — | |
| Wan-1.3BParams (B)=1.32026.03 | 46 | 24 | — | — | — | — | — | — | — | — | — | — | |
| HunYuanVideosource_citation=WISA [49]2026.03 | 46 | 28 | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1-1.3Bsource_citation=Our own baseline2026.03 | 46 | 24 | — | — | — | — | — | — | — | — | — | — | |
| PhysVidParams (B)=1.72026.03 | 43 | 32 | — | — | — | — | — | — | — | — | — | — | |
| PhysVid-1.7Bphysics-aware=true2026.03 | 43 | 32 | — | — | — | — | — | — | — | — | — | — | |
| OpenSorasource_citation=Hao et al. [20]2026.03 | 38 | 43 | — | — | — | — | — | — | — | — | — | — | |
| Open-SoraTraining-Free=–2025.09 | 38 | 43 | — | — | — | — | — | — | — | — | — | — | |
| OpenSorasource_citation=PhyT2V [56]2026.03 | 29 | 17 | — | — | — | — | — | — | — | — | — | — | |
| VideoCrafter2source_citation=PhyT2V [56]2026.03 | 24 | 15 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-2Bsource_citation=PhyT2V [56]2026.03 | 22 | 13 | — | — | — | — | — | — | — | — | — | — | |
| LTXParams=2B2026.03 | 21.1 | 25.09 | 23.1 | — | — | — | — | — | — | — | — | — | |
| OpenSorasource_citation=VideoPhy [3]2026.03 | 18 | 24 | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-2B2026.05 | — | — | — | 59.9 | 25 | 44.8 | 15.4 | 71.9 | 22.6 | 67.3 | 56.4 | — | |
| CogVideoX-2Bfinetuned on OpenVid subset=true2026.05 | — | — | — | 59.6 | 25.3 | 45.5 | 15.4 | 71.2 | 23.3 | 65.5 | 56.4 | — | |
| CogVideoX-2B + LM-TSAfinetuned on OpenVid subset=true2026.05 | — | — | — | 64.5 | 30.8 | 53.9 | 21 | 74 | 27.4 | 67.3 | 65.5 | — | |
| CogVideoX-2B + LREPAfinetuned on OpenVid subset=true2026.05 | — | — | — | 60.5 | 22.7 | 45.5 | 9.1 | 72.6 | 27.4 | 67.3 | 45.5 | — | |
| CogVideoX-2B + LTRDfinetuned on OpenVid subset=true2026.05 | — | — | — | 63.1 | 27.6 | 49.7 | 18.2 | 74 | 27.4 | 69.1 | 52.7 | — | |
| CogVideoX-2B + LTSAfinetuned on OpenVid subset=true2026.05 | — | — | — | 62.8 | 29.1 | 51.8 | 19.6 | 70.6 | 26 | 70.9 | 61.8 | — | |
| CogVideoX-2B + PhyT2V2026.05 | — | — | — | 42 | 29 | — | — | — | — | — | — | — | |
| Cosmos-Diffusion-7B2026.05 | — | — | — | 57 | 18 | — | — | — | — | — | — | — | |
| Cosmos-Predict2.5Parameters=2B2026.06 | — | — | — | — | — | — | — | — | — | — | — | 44.64 | |
| Cosmos-Predict2.5Parameters=14B2026.06 | — | — | — | — | — | — | — | — | — | — | — | 45.16 | |
| DreamMachine2026.05 | — | — | — | 57.5 | 21.8 | 55.1 | 21.7 | 59.6 | 23.3 | 58.2 | 18.2 | — | |
| HunyuanVideo2026.05 | — | — | — | 60.2 | 28.2 | 55.2 | 16.1 | 67.1 | 30.1 | 54.5 | 54.5 | — | |
| KairosParameters=4B2026.06 | — | — | — | — | — | — | — | — | — | — | — | 45.55 | |
| VideoCrafter22026.05 | — | — | — | 50.3 | 29.7 | 50.4 | 32.2 | 50.7 | 27.4 | 48.1 | 29.1 | — | |
| Wan2.2-5BParameters=5B2026.06 | — | — | — | — | — | — | — | — | — | — | — | 38.85 |