Instruction-only Video Editing (Add) on VIE-Bench
9.72Instruction FollowingOurs
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OursCategory=Instruction-only, Task=Add2025.12 | 9.72 | 9.8 | 7.08 | 8.86 | 97.65 | 97.7 | 20.9 | 27.68 | 26.32 | |
| RunwayCategory=Instruction-only, Task=Add2025.12 | 9.44 | 9.16 | 6.72 | 8.44 | 97.95 | 98.39 | 21.4 | 28.4 | 26.3 | |
| Kling-Omni2026.03 | 9.333 | 9.589 | 8.622 | 9.181 | — | — | — | — | — | |
| Runway2026.03 | 8.607 | 8.913 | 7.823 | 8.447 | — | — | — | — | — | |
| UniVideo2026.03 | 8.567 | 9.422 | 7.978 | 8.656 | — | — | — | — | — | |
| SAMA2026.03 | 8.467 | 9.422 | 8.244 | 8.711 | — | — | — | — | — | |
| InstructX2026.03 | 8.446 | 8.683 | 7.919 | 8.349 | — | — | — | — | — | |
| ICVECategory=Instruction-only, Task=Add2025.12 | 8.28 | 8.32 | 5.08 | 7.22 | 97.99 | 98.54 | 20.53 | 27.34 | 25.6 | |
| Lucy-Edit-DevCategory=Instruction-only, Task=Add2025.12 | 6.96 | 5.4 | 3.04 | 5.13 | 97.86 | 98.4 | 20.17 | 25.42 | 23.38 | |
| Kling1.62026.03 | 6 | 8.23 | 5.576 | 6.602 | — | — | — | — | — | |
| InsV2VCategory=Instruction-only, Task=Add2025.12 | 5.92 | 5.96 | 2.8 | 4.89 | 96.8 | 97.32 | 19.88 | 24.53 | 21.9 | |
| DittoCategory=Instruction-only, Task=Add2025.12 | 5.92 | 7.44 | 3.72 | 5.69 | 98.26 | 98.91 | 20.51 | 26.3 | 24.29 | |
| Omni-Video2026.03 | 5.699 | 6.135 | 6.294 | 6.242 | — | — | — | — | — | |
| VACE2026.03 | 3.938 | 6.696 | 3.929 | 4.854 | — | — | — | — | — | |
| InsV2V2026.03 | 3.552 | 5.891 | 3.402 | 4.281 | — | — | — | — | — |