Image Editing on PIE-Bench++ (test)
24.14PSNRInfEdit
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| InfEditMethod Type=Few-step, Backbone=SD1.4, Training-free=true, Inversion-free=true2026.06 | 24.14 | 0.0068 | 0.0557 | 80 | 0.0352 | 24.89 | 21.88 | 4 | 1.41 | |
| RRLSMethod Type=One-step, lambda=40, Training-free=true, Inversion-free=true2026.06 | 23.93 | 0.0063 | 0.1049 | 82 | 0.0305 | 25.49 | 24.69 | 1 | 0.52 | |
| InstantEditMethod Type=Few-step, Backbone=PeRFlow-SD1.5, Training-free=true, Inversion-free=false2026.06 | 23.8 | 0.0042 | 0.0609 | 87 | 0.0349 | 24.97 | 21.82 | 4 | 1.3 | |
| RRLSMethod Type=One-step, lambda=0, Training-free=true, Inversion-free=true2026.06 | 23.58 | 0.0069 | 0.1096 | 81 | 0.0323 | 25.53 | 24.74 | 1 | 0.52 | |
| ChordEditMethod Type=One-step, Training-free=true, Inversion-free=true2026.06 | 22.2 | 0.0068 | 0.1283 | 78 | 0.0334 | 24.58 | 22.96 | 1 | 0.38 | |
| FlowEditMethod Type=Multi-step, Backbone=SD3, Training-free=true, Inversion-free=true2026.06 | 22.17 | 0.0077 | 0.1048 | 79 | 0.0374 | 26.64 | 23.69 | 33 | 7.22 | |
| Direct Inversion + MasaCtrlMethod Type=Multi-step, Training-free=true, Inversion-free=false2026.06 | 21.78 | 0.008 | 0.0874 | 77 | 0.0386 | 24.42 | 21.38 | 50 | 79.1 | |
| SwiftEditMethod Type=One-step, Backbone=SwiftBrush-v2, Training-free=false, Inversion-free=false2026.06 | 21.71 | 0.0082 | 0.0912 | 83 | 0.0379 | 24.93 | 21.85 | 1 | 0.54 | |
| TurboEditMethod Type=Few-step, Backbone=SDXL-Turbo, Training-free=true, Inversion-free=true2026.06 | 21.44 | 0.0095 | 0.1086 | 81 | 0.0378 | 24.66 | 21.79 | 4 | 2.69 | |
| Direct Inversion + PnPMethod Type=Multi-step, Training-free=true, Inversion-free=false2026.06 | 21.43 | 0.0081 | 0.1063 | 75 | 0.0368 | 25.48 | 22.63 | 50 | 28.03 | |
| DDIM + PnPMethod Type=Multi-step, Training-free=true, Inversion-free=false2026.06 | 21.26 | 0.0084 | 0.1136 | 81 | 0.0345 | 25.45 | 22.54 | 50 | 28.01 | |
| DDIM + MasaCtrlMethod Type=Multi-step, Training-free=true, Inversion-free=false2026.06 | 21.25 | 0.0086 | 0.1066 | 77 | 0.0383 | 24.13 | 21.13 | 50 | 55.2 |