Reference-guided Video Editing on RefVIE-Bench (test)
4.75Identity ScoreKling-O1
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Kling-O1Model Type=Closed-Source2026.06 | 4.75 | 4.66 | 4.6 | 3.95 | 3.21 | 2.75 | 3.99 | |
| LoomVideoModel Type=Open-Source, Training Stage=RL2026.06 | 4.5 | 3.98 | 3.9 | 3.88 | 2.9 | 2.5 | 3.78 | |
| LoomVideoModel Type=Open-Source, Training Stage=Stage 32026.06 | 4.29 | 3.9 | 2.72 | 3.75 | 2.65 | 2.38 | 3.62 | |
| UniVideoModel Type=Open-Source2026.06 | 4.19 | 3.8 | 3.61 | 2.9 | 2.22 | 2.12 | 3.38 | |
| VINOModel Type=Open-Source2026.06 | 4.18 | 4.03 | 3.74 | 2.93 | 2.6 | 2.4 | 3.53 | |
| Kiwi-EditModel Type=Open-Source, Training Data=Ref. data only2026.06 | 3.98 | 3.4 | 3.34 | 3.72 | 2.9 | 2.51 | 3.31 | |
| Runway AlephModel Type=Closed-Source2026.06 | 3.79 | 3.65 | 3.58 | 3.33 | 2.81 | 2.58 | 3.29 | |
| Kiwi-EditModel Type=Open-Source, Training Data=All data2026.06 | 3.51 | 2.96 | 2.91 | 3.4 | 2.58 | 2.4 | 2.96 | |
| OmniWeavingModel Type=Open-Source2026.06 | 3.29 | 2.96 | 2.82 | 3.45 | 2.55 | 2.35 | 2.94 |