Image Editing on ImageNet-R TI2I
31.57CLIP ScoreResetEdit
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ResetEditEditing Pipeline=PnP2026.04 | 31.57 | 28.06 | |
| NTIEditing Pipeline=PnP2026.04 | 31.3 | 26.7 | |
| NPIEditing Pipeline=PnP2026.04 | 30.86 | 26.86 | |
| ResetEditEditing Pipeline=P2P2026.04 | 29.48 | 24.82 | |
| ProxNPIEditing Pipeline=PnP2026.04 | 29.36 | 22.07 | |
| NPIEditing Pipeline=P2P2026.04 | 29.28 | 21.6 | |
| NTIEditing Pipeline=P2P2026.04 | 28.97 | 19 | |
| ResetEditEditing Pipeline=MasaCtrl2026.04 | 28.68 | 16.4 | |
| NPIEditing Pipeline=MasaCtrl2026.04 | 28.61 | 16.17 | |
| Direct Inv.Editing Pipeline=PnP2026.04 | 28.48 | 18.79 | |
| ProxNPIEditing Pipeline=P2P2026.04 | 28.44 | 18.86 | |
| DDIM Inv.Editing Pipeline=PnP2026.04 | 28.25 | 19.14 | |
| NTIEditing Pipeline=MasaCtrl2026.04 | 27.93 | 14.26 | |
| Direct Inv.Editing Pipeline=P2P2026.04 | 27.53 | 13.53 | |
| DDIM Inv.Editing Pipeline=P2P2026.04 | 27.11 | 9.6 | |
| EDICTEditing Pipeline=MasaCtrl2026.04 | 27.05 | 13.48 | |
| DDPM Inv.Editing Pipeline=PnP2026.04 | 27.01 | 13.84 | |
| ProxNPIEditing Pipeline=MasaCtrl2026.04 | 26.98 | 11.91 | |
| DDIM Inv.Editing Pipeline=MasaCtrl2026.04 | 26.63 | 7.67 | |
| EDICTEditing Pipeline=P2P2026.04 | 26.54 | 12.31 | |
| Direct Inv.Editing Pipeline=MasaCtrl2026.04 | 26.01 | 7.88 | |
| DDPM Inv.Editing Pipeline=P2P2026.04 | 25.57 | 8.59 | |
| DDPM Inv.Editing Pipeline=MasaCtrl2026.04 | 25.43 | 7.97 | |
| EDICTEditing Pipeline=PnP2026.04 | 21.2 | 14.71 |