Depth-to-Video Generation on VACE-Benchmark
63.3Aesthetic QualityControlVideo
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ControlVideo2026.03 | 63.3 | 95 | 10 | 65.1 | 96.5 | 92.3 | 70.4 | |
| AVControl2026.03 | 62.9 | 95.1 | 68.4 | 70.4 | 99 | 94.1 | 81.6 | |
| VDOTBase Model=Wan-14B, #NFE=42025.12 | 62.46 | 95.81 | 65 | 69.69 | 98.39 | 94.53 | 80.98 | |
| VACEBase Model=Wan-14B, #NFE=1002025.12 | 62.34 | 96.1 | 65 | 68.85 | 98.57 | 94.25 | 80.85 | |
| VACE2026.03 | 56.7 | 96.1 | 60 | 66.4 | 98.8 | 94.1 | 78.7 | |
| VACEBase Model=LTX-0.9B, #NFE=802025.12 | 55.73 | 96.06 | 60 | 67.53 | 98.92 | 93.9 | 78.69 | |
| Control-A-Video2026.03 | 50.6 | 91.7 | 70 | 67.8 | 97.6 | 88.1 | 77.6 | |
| VideoComposer2026.03 | 50 | 94.2 | 70 | 59.4 | 96.2 | 89.8 | 76.6 |