Video Generation on CVGBench-m
98.4Subject ConsistencyMotion Factorization Framework
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Motion Factorization FrameworkBase Model=VideoCrafter-v2.02026.03 | 98.4 | 98.11 | 97.39 | 98.63 | 82.21 | |
| Motion Factorization FrameworkBase Model=CogVideoX-2B2026.03 | 98.27 | 97.73 | 98.25 | 98.74 | 96 | |
| VicoBase Model=VideoCrafter-v2.0, Compositional Generation=true2026.03 | 97.72 | 97.43 | 96.68 | 98.35 | 40 | |
| VideoCrafter-v2.02026.03 | 97.68 | 97.28 | 96.28 | 98.16 | 33.11 | |
| A&RBase Model=VideoCrafter-v2.0, Compositional Generation=true2026.03 | 97.48 | 97.05 | 96.43 | 98.27 | 38.4 | |
| BoxDiffBase Model=VideoCrafter-v2.0, Compositional Generation=true2026.03 | 97.42 | 96.93 | 96.33 | 98.25 | 38.31 | |
| R&BBase Model=VideoCrafter-v2.0, Compositional Generation=true2026.03 | 97.37 | 96.87 | 96.47 | 98.21 | 38.35 | |
| VideoCrafter-v1.02026.03 | 97.06 | 96.59 | 96.04 | 97.27 | 38.16 | |
| ZeroScope2026.03 | 96.41 | 95.69 | 97.4 | 98.66 | 30.77 | |
| Show-12026.03 | 95.39 | 95.44 | 97.37 | 98.23 | 31.85 | |
| LaVie2026.03 | 93.22 | 94.36 | 93.73 | 96.17 | 78.9 | |
| modelScope2026.03 | 93.17 | 93.93 | 94.69 | 96.23 | 51.82 | |
| CogVideoX-2B2026.03 | 91.33 | 92.78 | 95.01 | 96.88 | 87.8 | |
| R&PBase Model=CogVideoX-2B, Compositional Generation=true2026.03 | 91 | 90.85 | 95.07 | 96.96 | 91.02 | |
| LATTE2026.03 | 90.91 | 94.33 | 92.79 | 94.78 | 77.44 | |
| LVDM2026.03 | 88.74 | 91.27 | 89.37 | 91.76 | 84.55 |