Video Editing on VLM-based Video Editing Evaluation
57.7Background Replacement ScoreDITTO
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DITTOModel Parameters=14B2026.04 | 57.7 | 61.8 | 60.6 | 60.6 | 74.7 | 78.6 | 50.1 | 62 | 62 | 55.4 | 55.4 | 61.82 | |
| ICVEModel Parameters=13B2026.04 | 55.7 | 59.5 | 75.6 | 75.6 | 69 | 67.7 | 57.6 | 77.1 | 77.1 | 55.7 | 55.7 | 65.04 | |
| VaceModel Parameters=14B2026.04 | 52.3 | 58.6 | 58 | 58 | 69.7 | 79.7 | 56 | 60.8 | 60.8 | 50.5 | 50.5 | 59.68 | |
| ImVideoEditModel Parameters=1.3B2026.04 | 49 | 59.4 | 73.9 | 73.9 | 74.4 | 75.6 | 60.4 | 67.5 | 67.5 | 62.4 | 62.4 | 65.24 | |
| Kiwi-EditModel Parameters=5B2026.04 | 46.8 | 64.4 | 81.9 | 81.9 | 69.4 | 87.4 | 67.4 | 81.3 | 81.3 | 65.3 | 65.3 | 71.13 | |
| VaceModel Parameters=1.3B2026.04 | 46.2 | 57 | 60.2 | 60.2 | 64 | 77.7 | 56.2 | 50.9 | 50.9 | 52.4 | 52.4 | 56.79 | |
| Lucy-Edit-DevModel Parameters=5B2026.04 | 34.8 | 46.2 | 33.9 | 33.9 | 39.7 | 49 | 44.8 | 58.9 | 58.9 | 38.9 | 38.9 | 44.51 | |
| OmniVideo2Model Parameters=1.3B2026.04 | 30.5 | 37.8 | 48.2 | 48.2 | 43.2 | 45.5 | 46.7 | 57.4 | 57.4 | 48.6 | 48.6 | 47 |