Instruction-based Video Editing on EditVerseBench
7.65Editing Quality ScoreEditVerse
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EditVerseMethod Category=Instruction-Guided, Training Strategy=w/ End-to-End Training2025.09 | 7.65 | 20.07 | 26.73 | 23.93 | 98.56 | 98.42 | |
| Runway AlephMethod Category=Closed-Source Commercial Models2025.09 | 7.44 | 20.42 | 27.7 | 24.27 | 98.94 | 98.6 | |
| Señorita-2MMethod Category=First-Frame Propagation, Training Strategy=w/ End-to-End Training2025.09 | 6.97 | 19.71 | 26.34 | 23.24 | 98.05 | 97.99 | |
| Lucy EditMethod Category=Instruction-Guided, Training Strategy=w/ End-to-End Training2025.09 | 5.89 | 19.67 | 26 | 23.11 | 98.49 | 98.38 | |
| TokenFlowMethod Category=Attention Manipulation, Training Strategy=Training-free2025.09 | 5.26 | 19.73 | 25.57 | 22.7 | 98.36 | 98.09 | |
| InsV2VMethod Category=Instruction-Guided, Training Strategy=w/ End-to-End Training2025.09 | 5.21 | 19.39 | 24.99 | 22.54 | 97.15 | 96.57 | |
| STDFMethod Category=Attention Manipulation, Training Strategy=Training-free2025.09 | 4.41 | 19.45 | 25.24 | 22.26 | 96.04 | 95.22 |