Drag-based Image Editing on DRAGBENCH
17.31MDTV-Edit-Qwen
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TV-Edit-Qwen2026.06 | 17.31 | — | — | — | 86 | — | — | |
| DragLora2026.06 | 23.77 | — | — | — | 87 | — | — | |
| GoodDrag2026.06 | 24.26 | — | — | — | 87 | — | — | |
| LightningDrag2026.06 | 29.1 | — | — | — | 89 | — | — | |
| GeoDragPreparation=✗2025.09 | 29.24 | 12.8 | 12 | 11.1 | 84.7 | 3.95 | 5.44 | |
| GeoDrag2026.06 | 29.24 | — | — | — | 85 | — | — | |
| FreeDragPreparation=~1 min (LoRA)2025.09 | 30.8 | 18.3 | 16.6 | 15.1 | 84.5 | 42.9 | 18.9 | |
| FastDragPreparation=✗2025.09 | 32.1 | 13.1 | 12.3 | 11.5 | 85 | 3.23 | 5.85 | |
| DragDiffusion2026.06 | 32.13 | — | — | — | 88 | — | — | |
| CLIPDrag2026.06 | 32.3 | — | — | — | 88 | — | — | |
| AdaptiveDragPreparation=~1 min (LoRA)2025.09 | 32.38 | 18 | 15.4 | 14.6 | 83 | 46.3 | 7.71 | |
| DragNoisePreparation=~1 min (LoRA)2025.09 | 33.84 | 17.9 | 16.9 | 15.8 | 86.1 | 21.12 | 18.36 | |
| DragDiffusionPreparation=~1 min (LoRA)2025.09 | 34.57 | 18.1 | 17 | 16 | 87.1 | 22.46 | 18.63 | |
| CLIPDragPreparation=~1 min (LoRA)2025.09 | 34.62 | 19.5 | 17.4 | 15.8 | 89.1 | 38.21 | 22.72 | |
| DragNoise2026.06 | 35.17 | — | — | — | 89 | — | — | |
| AdaptiveDrag2026.06 | 35.7 | — | — | — | 86 | — | — |