Video Editing on NRVBench V1 (full)
0Distortion (x10^3)Source Videos
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Source VideosType=Reference2026.01 | 0 | — | 0 | 0 | 100 | 26.66 | 23.83 | 7.37 | 90.83 | — | |
| Source Videos2026.01 | 0 | — | 0 | 0 | 100 | 26.66 | 23.83 | 7.37 | 90.83 | — | |
| VM-Edit2026.01 | 8.69 | 35.79 | 47.89 | 4.74 | 95.72 | 26.15 | 23.19 | 7.36 | 60.94 | 2.21 | |
| VM-Edit2026.01 | 8.69 | 35.79 | 47.89 | 4.74 | 95.72 | 26.15 | 23.19 | 7.36 | 60.94 | 2.21 | |
| Wan-EditInversion Strategy=Inversion-free2026.01 | 17.66 | 29.37 | 111.92 | 17.35 | 92.15 | 26.63 | 23.24 | 8.28 | 60.65 | 2.67 | |
| Wan-Editinversion-free=true2026.01 | 17.66 | 29.37 | 111.92 | 17.35 | 92.15 | 26.63 | 23.24 | 8.28 | 60.65 | 2.67 | |
| Pyramid-EditInversion Strategy=Inversion-free2026.01 | 83.3 | 21.73 | 147.4 | 95.24 | 84.5 | 26.65 | 22.47 | 8.26 | 53.89 | 2.78 | |
| Pyramid-Editinversion-free=true2026.01 | 83.3 | 21.73 | 147.4 | 95.24 | 84.5 | 26.65 | 22.47 | 8.26 | 53.89 | 2.78 | |
| TokenFlowInversion Strategy=Inversion-based2026.01 | 111.93 | 21.1 | 134.31 | 118.23 | 75.3 | 26.47 | 23.28 | 7.98 | 58.49 | 3.11 | |
| TokenFlowinversion-based=true2026.01 | 111.93 | 21.1 | 134.31 | 118.23 | 75.3 | 26.47 | 23.28 | 7.98 | 58.49 | 3.11 | |
| AnyV2VInversion Strategy=Inversion-based2026.01 | 329.34 | 13.83 | 353.94 | 646.59 | 58.48 | 23.32 | 20.75 | 9.47 | 49.14 | 2.76 | |
| AnyV2Vinversion-based=true2026.01 | 329.34 | 13.83 | 353.94 | 646.59 | 58.48 | 23.32 | 20.75 | 9.47 | 49.14 | 2.76 | |
| VidToMeinversion-based=true2026.01 | 364.53 | 11.8 | 300.64 | 778.4 | 59.78 | 26.6 | 22.89 | 8.34 | 57.76 | 3.89 | |
| VidToMeInversion Strategy=Inversion-based, Token-Merging=true2026.01 | 364.93 | 11.8 | 300.64 | 778.4 | 59.78 | 26.6 | 22.89 | 8.34 | 57.76 | 3.89 |