Video Editing on EditVerse (full)
7.73Editing QualityEasyV2V
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| EasyV2VReference Image Usage=w/o Ref.2025.12 | 7.73 | 20.36 | 27.59 | 24.46 | |
| EditVerseModel Type=Concurrent unpublished work, Note=code unavailable2025.12 | 7.64 | 20.33 | 27.7 | 25.37 | |
| EasyV2VReference Image Usage=w/ Ref., External Editor/Module=Flux-Kontext2025.12 | 7.53 | 20.61 | 28.1 | 25.13 | |
| Runway AlephModel Type=Closed-Source Commercial Models2025.12 | 7.48 | 20.56 | 27.96 | 24.68 | |
| EasyV2VReference Image Usage=w/ Ref., External Editor/Module=Qwen-Image-Edit2025.12 | 7.36 | 20.54 | 27.5 | 24.31 | |
| Senorita-2MTraining Strategy=Instruction-Guided (w/ End-to-End Training), Reference Image Usage=w/ Ref., External Editor/Module=Qwen-Image-Edit2025.12 | 6.45 | 20.26 | 26.51 | 23.24 | |
| Lucy EditModel Type=Concurrent unpublished work2025.12 | 5.96 | 19.64 | 26.03 | 23.37 | |
| TokenFlowTraining Strategy=Attention Manipulation (Training-free)2025.12 | 5.02 | 19.59 | 25.1 | 22.49 | |
| InsV2VTraining Strategy=Instruction-Guided (w/ End-to-End Training)2025.12 | 4.95 | 19.33 | 24.98 | 22.74 | |
| InsViE-1MTraining Strategy=Instruction-Guided (w/ End-to-End Training), Reference Image Usage=w/ Ref.2025.12 | 4.36 | 19.25 | 25.06 | 21.28 | |
| STDFTraining Strategy=Attention Manipulation (Training-free)2025.12 | 4.2 | 19.32 | 24.74 | 22.09 |