Video Editing on IVE-Bench
67Total ScoreDitto
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ditto2026.05 | 67 | 78 | 49 | 73 | 96 | 98 | 97 | 99 | 3.8 | 25 | 24 | 3.87 | 30 | 89 | 79 | 3.64 | |
| InsV2V2026.05 | 67 | 80 | 39 | 82 | 94 | 96 | 97 | 97 | 4.5 | 24 | 23 | 3.06 | 30 | 95 | 86 | 4.05 | |
| LIVEditorAttention Mechanism=In-Context Sparse Attention (ISA)2026.05 | 67 | 79 | 47 | 76 | 97 | 98 | 99 | 100 | 4 | 24 | 23 | 3.64 | 40 | 91 | 81 | 3.78 | |
| LIVEditorAttention Mechanism=full-attention2026.05 | 66 | 77 | 43 | 76 | 96 | 97 | 98 | 99 | 3.5 | 23 | 23 | 3.58 | 20 | 91 | 83 | 3.77 | |
| LucyEdit2026.05 | 64 | 82 | 34 | 75 | 95 | 96 | 98 | 99 | 5.1 | 24 | 22 | 2.84 | 20 | 93 | 68 | 3.83 | |
| VACE2026.05 | 63 | 80 | 25 | 83 | 95 | 97 | 98 | 98 | 4.5 | 24 | 22 | 2.16 | 20 | 97 | 89 | 4.03 | |
| ICVE2026.05 | 60 | 71 | 45 | 64 | 95 | 97 | 99 | 100 | 1.7 | 23 | 23 | 3.62 | 30 | 85 | 46 | 3.55 | |
| Omni-Video2026.05 | 59 | 78 | 44 | 54 | 96 | 97 | 98 | 99 | 3.8 | 22 | 23 | 3.36 | 40 | 81 | 51 | 2.85 | |
| AnyV2V2026.05 | 58 | 73 | 42 | 59 | 89 | 94 | 97 | 97 | 2.6 | 22 | 24 | 3.34 | 30 | 80 | 82 | 2.75 | |
| StableV2V2026.05 | 51 | 69 | 43 | 41 | 85 | 92 | 96 | 96 | 1.9 | 20 | 24 | 3.56 | 20 | 70 | 75 | 1.79 |