Image Editing on PIEBench ++ (test)
20.73FCESPix2Pix-Zero
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Pix2Pix-ZeroTraining setting=Training-free2026.04 | 20.73 | 21.73 | 21.44 | 22.86 | 0.1195 | 0.8148 | |
| P2PTraining setting=Training-free2026.04 | 21.15 | 24.18 | 23.77 | 20.67 | 0.1426 | 0.7917 | |
| iRFDSTraining setting=Training-free2026.04 | 23 | 26.08 | 25.45 | 22.39 | 0.115 | 0.8072 | |
| PnPTraining setting=Training-free2026.04 | 23.69 | 26.18 | 25.65 | 25.19 | 0.0713 | 0.8529 | |
| MasaCtrlTraining setting=Training-free2026.04 | 23.91 | 24.11 | 23.56 | 22.35 | 0.0978 | 0.8291 | |
| h-EditTraining setting=Training-free2026.04 | 25.01 | 25.65 | 25.09 | 28.41 | 0.0378 | 0.8829 | |
| CoEditTraining setting=Training-free2026.04 | 25.11 | 26.49 | 25.85 | 30.69 | 0.0387 | 0.8872 | |
| NTITraining setting=Training-free2026.04 | 25.39 | 24.19 | 23.64 | 29.65 | 0.033 | 0.892 | |
| NPITraining setting=Training-free2026.04 | 25.44 | 24.21 | 23.64 | 27.14 | 0.055 | 0.8701 | |
| PostEditTraining setting=Training-free2026.04 | 25.51 | 25.35 | 24.78 | 27.27 | 0.0669 | 0.8421 | |
| DITraining setting=Training-free2026.04 | 25.73 | 24.32 | 23.78 | 29.44 | 0.0341 | 0.8905 | |
| CoEditAblation=w/o spatial coopetition2026.04 | 27.87 | 25.82 | 22.85 | 24.77 | 0.0777 | 0.8229 | |
| CoEditAblation=w/o temporal coopetition2026.04 | 29.09 | 25.41 | 22.49 | 26.87 | 0.0621 | 0.8441 | |
| CoEditAblation=Temporal No = 1002026.04 | 29.73 | 24.69 | 21.85 | 28.17 | 0.0537 | 0.8554 | |
| CoEditAblation=Spatial L1 norm2026.04 | 30.62 | 24.06 | 21.1 | 29.8 | 0.0431 | 0.8688 |