Image Semantic Editing on PIE-Bench (test)
37.65PSNRVAE*
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VAE*direct VAE reconstruction=true2025.02 | 37.65 | — | — | — | — | 0.2493 | 6.37 | 0.0079 | 0.0004 | 19.69 | -0.365 | |
| KV EditN=24, skip step=42025.02 | 35.87 | — | — | — | — | 0.2721 | 6.49 | 0.0099 | 0.0005 | 22.39 | 0.563 | |
| KV Editno skip step (NS)=true, reinitialization strategy (RI)=true, N=282025.02 | 33.3 | — | — | — | — | 0.2805 | 6.4 | 0.0148 | 0.0007 | 23.62 | 0.915 | |
| FLUX Filllearning=training-based2025.02 | 32.53 | — | — | — | — | 0.2576 | 6.31 | 0.0256 | 0.0009 | 22.4 | 0.571 | |
| BrushEditlearning=training-based2025.02 | 32.16 | — | — | — | — | 0.2581 | 6.17 | 0.0172 | 0.0008 | 22.44 | 0.333 | |
| RF Editalgorithm=flow-based2025.02 | 24.44 | — | — | — | — | 0.276 | 6.56 | 0.1132 | 0.0056 | 22.08 | 0.518 | |
| FireFlowModel=ReFlow, Steps=15, NFE=322024.12 | 23.28 | 0.0283 | 0.8282 | 25.98 | 22.94 | — | — | — | — | — | — | |
| FireFlowModel=ReFlow, Steps=8, NFE=182024.12 | 23.03 | 0.0271 | 0.8249 | 26.02 | 22.81 | — | — | — | — | — | — | |
| RF-SolverModel=ReFlow, Steps=15, NFE=602024.12 | 22.9 | 0.0311 | 0.819 | 26 | 22.88 | — | — | — | — | — | — | |
| PnP-Inv.Model=Diffusion, Steps=50, NFE=1002024.12 | 22.46 | 0.0243 | 0.7968 | 25.41 | 22.62 | — | — | — | — | — | — | |
| PnPModel=Diffusion, Steps=50, NFE=1002024.12 | 22.28 | 0.0282 | 0.7905 | 25.41 | 22.55 | — | — | — | — | — | — | |
| MasaCtrlalgorithm=DDIM-based2025.02 | 22.2 | — | — | — | — | 0.2346 | 5.91 | 0.1057 | 0.0086 | 20.83 | -0.166 | |
| MasaCtrlModel=Diffusion, Steps=50, NFE=1002024.12 | 22.17 | 0.0284 | 0.7967 | 23.96 | 21.16 | — | — | — | — | — | — | |
| RF-InversionModel=ReFlow, Steps=28, NFE=562024.12 | 20.82 | 0.0406 | 0.7192 | 25.2 | 22.11 | — | — | — | — | — | — | |
| Pix2Pix-ZeroModel=Diffusion, Steps=50, NFE=1002024.12 | 20.44 | 0.0617 | 0.7467 | 22.8 | 20.54 | — | — | — | — | — | — | |
| RF Inversionalgorithm=flow-based2025.02 | 20.2 | — | — | — | — | 0.2799 | 6.74 | 0.1797 | 0.014 | 21.71 | 0.434 | |
| Prompt2PromptModel=Diffusion, Steps=50, NFE=1002024.12 | 17.87 | 0.0694 | 0.7114 | 25.01 | 22.44 | — | — | — | — | — | — | |
| P2Palgorithm=DDIM-based2025.02 | 17.86 | — | — | — | — | 0.254 | 6.27 | 0.2084 | 0.0219 | 22.24 | 0.0017 |