Video Generation on 55 in-the-wild images (Revisiting)
21.41PSNRDecoupled Memory Control
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Decoupled Memory ControlBackbone=Wan2026.04 | 21.41 | 0.75 | 0.17 | 59.64 | 76.9 | 98.7 | 97.77 | |
| Decoupled Memory ControlBackbone=Cog2026.04 | 20.74 | 0.75 | 0.2 | 57.66 | 73.37 | 99.12 | 95 | |
| WorldPlay2026.04 | 16.54 | 0.52 | 0.31 | 59.79 | 76.01 | 98.17 | 92.68 | |
| WorldPlay-d2026.04 | 16.52 | 0.48 | 0.24 | 61.21 | 77.78 | 98.59 | 95.12 | |
| VMem2026.04 | 15.46 | 0.48 | 0.3 | 54.95 | 69.12 | 97.45 | 60.98 | |
| SEVA2026.04 | 15.31 | 0.45 | 0.44 | 50.04 | 72.26 | 98.33 | 90.24 | |
| DFoT2026.04 | 14.8 | 0.44 | 0.3 | 47.42 | 71.3 | 98.34 | 29.27 | |
| AC3D2026.04 | 13.84 | 0.48 | 0.48 | 55.91 | 70.4 | 98.72 | 97.56 |