Instructive Image Editing on MagicBrush 1.0 (test)
0.911CLIP Image SimilarityEditMGT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EditMGTVenue=Ours, Size=1B2026.05 | 0.911 | 0.301 | 0.058 | 0.881 | |
| UniRealVenue=CVPR’25, Size=5B2026.05 | 0.903 | 0.308 | 0.081 | 0.837 | |
| VAREditVenue=arXiv’25, Size=8B2026.05 | 0.901 | 0.287 | 0.083 | 0.844 | |
| AnyEditVenue=CVPR’25, Size=1B2026.05 | 0.898 | 0.275 | 0.051 | 0.881 | |
| EMU EditVenue=CVPR’242026.05 | 0.897 | 0.261 | 0.052 | 0.879 | |
| PixWizardVenue=ICLR’25, Size=2B2026.05 | 0.884 | 0.265 | 0.063 | 0.876 | |
| MagicBrushVenue=NeurIPS’23, Size=1B2026.05 | 0.883 | 0.261 | 0.058 | 0.871 | |
| UltraEditVenue=NeurIPS’24, Size=2B2026.05 | 0.868 | — | 0.088 | 0.792 | |
| EditARVenue=ICLR’25, Size=3B2026.05 | 0.867 | — | 0.103 | 0.804 | |
| InstructPix2PixVenue=CVPR’23, Size=1B2026.05 | 0.837 | 0.245 | 0.093 | 0.767 | |
| Null-Text Inv.Venue=CVPR’23, Size=1B2026.05 | 0.752 | 0.263 | 0.077 | 0.664 | |
| PnPVenue=CVPR’23, Size=1B2026.05 | 0.568 | 0.101 | 0.289 | 0.22 |