Video Generation on VBench (Aesthetic, Consistency, and Motion Quality Metrics)
71.26Aesthetic QualityMoVA
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MoVA2026.07 | 71.26 | 97.66 | 70.23 | 98.49 | — | 97.76 | — | 87.08 | |
| SmartCLIP2026.07 | 70.64 | 97.22 | 69.8 | 98.56 | — | 96.71 | — | 86.59 | |
| EIDT-VBackbone=SD32026.05 | 68.61 | 95.1 | 72.91 | 93.43 | 27.7 | 89.89 | 92.63 | 77.18 | |
| EIDT-VBackbone=SDXL2026.05 | 67.78 | 94.76 | 71.85 | 91.46 | 28.99 | 86.92 | 90.05 | 75.97 | |
| T2V-Zero2026.05 | 65.67 | 96.07 | 71.99 | 88.08 | 25.46 | 94 | 85.31 | 75.23 | |
| Free-Bloom2026.05 | 65.07 | 93.79 | 74.16 | 90.78 | 26.28 | 85.89 | 89.67 | 75.09 | |
| KGEdit2026.05 | 64.96 | 98.89 | 69.63 | 99.19 | 26.83 | 99.2 | 98.61 | 79.62 | |
| VACE2026.05 | 64.31 | 98.84 | 68.09 | 99.08 | 23.46 | 99.05 | 98.56 | 78.77 | |
| EIDT-VBackbone=SD IP2026.05 | 63.75 | 93.77 | 68.8 | 91.37 | 25.16 | 86.67 | 90.23 | 74.25 | |
| CLIP2026.07 | 62.71 | 96.9 | 68.22 | 97.99 | — | 97 | — | 84.56 | |
| EIDT-VBackbone=SD2026.05 | 62.23 | 85.25 | 71.67 | 91.11 | 25.9 | 67.92 | 90.14 | 70.6 | |
| DirecT2V2026.05 | 56.23 | 91.77 | 71.24 | 86.48 | 24.37 | 81.46 | 85.18 | 70.96 |