Prompt-based Image Editing on PIE-Bench (test)
78Preference Rate (Ours)MasaCtrl
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MasaCtrlModel Architecture Category=Diffusion-based methods, Pairwise Comparison=true2026.07 | 78 | 22 | |
| FireFlowModel Architecture Category=FLUX-based methods, Pairwise Comparison=true2026.07 | 71 | 29 | |
| PnPModel Architecture Category=Diffusion-based methods, Pairwise Comparison=true2026.07 | 68 | 32 | |
| StableFlowModel Architecture Category=FLUX-based methods, Pairwise Comparison=true2026.07 | 68 | 32 | |
| FlowEditModel Architecture Category=FLUX-based methods, Pairwise Comparison=true2026.07 | 66 | 34 | |
| RF-InvModel Architecture Category=FLUX-based methods, Pairwise Comparison=true2026.07 | 64 | 36 | |
| FreeDiffModel Architecture Category=Diffusion-based methods, Pairwise Comparison=true2026.07 | 58 | 42 | |
| DVRFModel Architecture Category=SD3-based methods, Pairwise Comparison=true2026.07 | 58 | 42 | |
| DNA-EditModel Architecture Category=FLUX-based methods, Pairwise Comparison=true2026.07 | 58 | 42 | |
| RF-EditModel Architecture Category=FLUX-based methods, Pairwise Comparison=true2026.07 | 58 | 42 | |
| FlowEditModel Architecture Category=SD3-based methods, Pairwise Comparison=true2026.07 | 56 | 44 | |
| FlowAlignModel Architecture Category=SD3-based methods, Pairwise Comparison=true2026.07 | 54 | 46 |