Background Change on Pexels+DAVIS+VACEBench (test)
36.2PSNRVera
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| VeraParameters=14B2026.06 | 36.2 | 99.3 | 0.01 | 96 | 97 | 3.28 | 3.21 | 24.2 | 4.38 | |
| VeraParameters=1.3B2026.06 | 35.2 | 99.3 | 0.01 | 96 | 97 | 3.34 | 3.25 | 24.3 | 4.35 | |
| VACEParameters=14B2026.06 | 31.7 | 98.3 | 0.021 | 96 | 96 | 3.68 | 3.59 | 24.3 | 4.44 | |
| VACEParameters=1.3B2026.06 | 31.5 | 98.1 | 0.024 | 96 | 97 | 3.74 | 3.61 | 24.5 | 4.48 | |
| VideoPainter2026.06 | 29.9 | 97.5 | 0.032 | 83 | 97 | 2.29 | 2.31 | 23.7 | 3.64 | |
| ICVE2026.06 | 26.3 | 95 | 0.05 | 96 | 97 | 2.8 | 2.97 | 22.8 | 3.78 | |
| ReCo2026.06 | 24.9 | 93.5 | 0.061 | 96 | 97 | 2.45 | 2.71 | 22 | 3.05 | |
| LayerFlow*Number of Frames=16, Resolution=720x4802026.06 | 23.3 | 88.6 | 0.087 | 94 | 95 | 2.51 | 2.35 | 24.3 | 4.14 | |
| Lucy-Edit2026.06 | 22.3 | 90.8 | 0.078 | 96 | 96 | 2.5 | 2.5 | 23.5 | 3.71 | |
| Ditto2026.06 | 21.7 | 88.8 | 0.092 | 97 | 97 | 3.29 | 3.25 | 24 | 4.26 |