Video Generation on VBench (6 Core Perceptual Metrics)
99.4Motion SmoothnessEgoHOI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EgoHOI2026.03 | 99.4 | 95.51 | 94.91 | 53.29 | 52.03 | 64.48 | |
| DITTONumber of Parameters=14B2026.04 | 99.4 | 97.9 | 96.8 | 14 | 65.5 | 67 | |
| BaselineModel=Wan 1.3B, Setting=Set-A2026.03 | 99.35 | — | — | 53.12 | 57.22 | 69.16 | |
| TQDModel=Wan 1.3B, Setting=Set-B2026.03 | 99.35 | — | — | 54.47 | 56.68 | 69.21 | |
| Uni3C2026.03 | 99.33 | 91.91 | 94.29 | 49 | 47.03 | 61.47 | |
| CosmosModel Size=14B2026.03 | 99.32 | 93.21 | 93.56 | 89.5 | 49.83 | 63.78 | |
| TQDModel=Wan 1.3B, Setting=Set-C2026.03 | 99.31 | — | — | 64.73 | 58.47 | 75.56 | |
| Kiwi-EditNumber of Parameters=5B2026.04 | 99.3 | 97.6 | 95.9 | 14 | 61.6 | 71.6 | |
| Lucy-Edit-DevNumber of Parameters=5B2026.04 | 99.3 | 97.4 | 95 | 22 | 60.1 | 64.8 | |
| CosmosModel Size=2B2026.03 | 99.27 | 89.01 | 93 | 87.5 | 46.88 | 62.98 | |
| TQDModel=Wan 1.3B, Setting=Set-A2026.03 | 99.23 | — | — | 63.84 | 57.57 | 70.1 | |
| BaselineModel=Wan 1.3B, Setting=Set-B2026.03 | 99.23 | — | — | 52.24 | 57.02 | 67.69 | |
| BaselineModel=Wan 1.3B, Setting=Set-C2026.03 | 99.2 | — | — | 52.68 | 57.98 | 69.39 | |
| Wan2026.03 | 99.19 | 91.4 | 93.14 | 64.75 | 46.57 | 58.58 | |
| ICVENumber of Parameters=13B2026.04 | 99.1 | 97.2 | 95.9 | 40.4 | 62.9 | 69.7 | |
| VaceNumber of Parameters=14B2026.04 | 99 | 97.3 | 97.3 | 29.6 | 68.5 | 71.5 | |
| ImVideoEditNumber of Parameters=1.3B2026.04 | 99 | 96.4 | 95.1 | 20.4 | 63 | 70.1 | |
| VaceNumber of Parameters=1.3B2026.04 | 98.9 | 97.1 | 97 | 29.2 | 68.2 | 70.7 | |
| BasemodelModel=Wan 1.3B, Setting=-2026.03 | 98.89 | — | — | 59.38 | 58.74 | 69.35 | |
| Delta Forcing#Params=1.3B2026.05 | 98.78 | 96.6 | 94.63 | 92.18 | 58.98 | 72.72 | |
| Reward Forcing#Params=1.3B2026.05 | 98.51 | 95.55 | 93.4 | 93.16 | 56.32 | 74.99 | |
| SkyReels-V2#Params=1.3B2026.05 | 98.46 | 91.64 | 92.88 | 88.37 | 56.97 | 64.33 | |
| MAGI-1#Params=4.5B2026.05 | 98.43 | 92.63 | 91.2 | 82.04 | 59.18 | 65.12 | |
| OmniVideo2Number of Parameters=1.3B2026.04 | 98.4 | 96.4 | 96.7 | 39.3 | 64.7 | 69.1 | |
| LongLive#Params=1.3B2026.05 | 98.37 | 94.97 | 93.37 | 90.93 | 58.95 | 72.59 | |
| Baseline + SFTAlignment Strategy=SFT2026.03 | 97.96 | 96.97 | 95.15 | 15.62 | 57.73 | 76.58 | |
| TQDModel=CogVideoX 5B, Setting=Set-B2026.03 | 97.93 | — | — | 77.68 | 53.81 | 68.48 | |
| VIGOR (Epipolar)Alignment Strategy=DPO, Reward Signal=Epipolar2026.03 | 97.88 | 96.98 | 95.16 | 25.39 | 57.76 | 76.52 | |
| TQDModel=CogVideoX 5B, Setting=Set-C2026.03 | 97.83 | — | — | 76.79 | 53.97 | 68.57 | |
| BaselineModel=CogVideoX 5B, Setting=Set-A2026.03 | 97.81 | — | — | 75 | 53.88 | 68.11 | |
| BaselineModel=CogVideoX 5B, Setting=Set-B2026.03 | 97.81 | — | — | 76.79 | 53.79 | 67.98 | |
| BasemodelModel=CogVideoX 5B, Setting=-2026.03 | 97.8 | — | — | 74.55 | 53.61 | 67.96 | |
| TQDModel=CogVideoX 5B, Setting=Set-A2026.03 | 97.8 | — | — | 77.23 | 53.86 | 68.16 | |
| BaselineModel=CogVideoX 5B, Setting=Set-C2026.03 | 97.79 | — | — | 77.23 | 53.86 | 68.14 | |
| VIGOR (Reproj-Pts)Alignment Strategy=DPO, Reward Signal=Reproj-Pts2026.03 | 97.77 | 97.05 | 95.25 | 25.78 | 57.71 | 76.63 | |
| Baseline2026.03 | 97.61 | 95.98 | 94.43 | 27.34 | 57.74 | 76.3 | |
| MemFlow#Params=1.3B2026.05 | 97.17 | 93.19 | 92.03 | 91.71 | 55.91 | 69.57 |