Instructive Image Editing on EMU Edit 1.0 (test)
0.878CLIPimEditMGT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| EditMGTVenue=Ours, Size=1B2026.05 | 0.878 | 0.308 | 0.093 | 0.832 | |
| OminiGen2Venue=arXiv’25, Size=7B2026.05 | 0.876 | 0.309 | — | 0.822 | |
| VAREditVenue=arXiv’25, Size=8B2026.05 | 0.876 | 0.28 | 0.094 | 0.825 | |
| AnyEditVenue=CVPR’25, Size=1B2026.05 | 0.872 | 0.285 | 0.07 | 0.821 | |
| NEPVenue=arXiv’25, Size=3B2026.05 | 0.871 | 0.307 | 0.078 | 0.844 | |
| GoTVenue=NeurIPS’25, Size=6B2026.05 | 0.864 | 0.276 | — | — | |
| EMU EditVenue=CVPR’242026.05 | 0.859 | 0.231 | 0.094 | 0.819 | |
| UniRealVenue=CVPR’25, Size=5B2026.05 | 0.851 | 0.285 | 0.099 | 0.79 | |
| PixWizardVenue=ICLR’25, Size=2B2026.05 | 0.845 | 0.248 | 0.069 | 0.798 | |
| MagicBrushVenue=NeurIPS’23, Size=1B2026.05 | 0.838 | 0.222 | 0.1 | 0.776 | |
| OmniGenVenue=arXiv’24, Size=4B2026.05 | 0.836 | 0.233 | — | 0.804 | |
| InstructPix2PixVenue=CVPR’23, Size=1B2026.05 | 0.834 | 0.219 | 0.121 | 0.762 | |
| UltraEditVenue=NeurIPS’24, Size=2B2026.05 | 0.793 | 0.283 | 0.071 | 0.844 | |
| Null-Text Inv.Venue=CVPR’23, Size=1B2026.05 | 0.761 | 0.236 | 0.075 | 0.678 | |
| PnPVenue=CVPR’23, Size=1B2026.05 | 0.521 | 0.089 | 0.304 | 0.153 |