Image Editing on PIE-Bench (test)
33.45PSNRCVC
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CVCModel=FLUX2025.12 | 33.45 | — | — | 8.88 | — | — | 24.5 | 15.61 | 95.59 | 3.24 | 2.83 | |
| CVCModel=SD32025.12 | 31.67 | — | — | 12.27 | — | — | 25.64 | 23.33 | 93.2 | 5.45 | 2.5 | |
| UniEditModel=Flow, alpha=0.62026.03 | 29.54 | 25.8 | 22.33 | — | — | 10.14 | — | — | 90.42 | — | — | |
| InfEditModel=LCM2025.12 | 27.31 | — | — | 47.8 | — | — | 24.9 | 56.32 | 85.3 | 19.31 | 5.17 | |
| NT-Inv + P2PType=Multi-step, Steps=50, Inversion=Null-text Inversion2024.12 | 27.03 | 24.75 | 21.86 | 0.0036 | 134.06 | — | — | — | — | — | — | |
| ICD (SD 1.5)Type=Few-steps, Steps=4, Backbone=SD 1.52024.12 | 26.93 | 22.42 | 19.07 | 0.0003 | 1.62 | — | — | — | — | — | — | |
| DNA-editModel=SD32025.12 | 26.66 | — | — | 32.76 | — | — | 25.63 | 74.57 | 88.63 | 14.19 | 3.83 | |
| DNA-editModel=FLUX2025.12 | 24.99 | — | — | 50.45 | — | — | 25.79 | 95.06 | 85.71 | 18.87 | 4.67 | |
| RFEditModel=FLUX2025.12 | 24.83 | — | — | 52.46 | — | — | 25.57 | 113.15 | 83.38 | 21.79 | 7.17 | |
| FireFlow+ProEditModel=Flow2026.03 | 24.78 | 26.28 | 23.24 | — | — | 27.51 | — | — | 85.19 | — | — | |
| InfEditBackbone=SD1.4, Type=Few-step (4 steps), T-free=true, I-free=true, Step=4, NFE=4, Runtime(s)=1.41, VRAM(MiB)=65022026.02 | 24.14 | 24.89 | 21.88 | 6.82 | — | — | — | 55.69 | — | — | — | |
| ChordEditBackbone=SD-Turbo, Variant=w/o prox, Type=One-step, T-free=true, I-free=true, Step=1, NFE=1, Runtime(s)=0.2, VRAM(MiB)=69882026.02 | 23.89 | 24.97 | 21.87 | 5.05 | — | — | — | 88.36 | — | — | — | |
| InstantEditBackbone=PeRFlow-SD1.5, Type=Few-step (4 steps), T-free=true, I-free=false, Step=4, NFE=8, Runtime(s)=1.3, VRAM(MiB)=162702026.02 | 23.8 | 24.97 | 21.82 | 4.21 | — | — | — | 60.92 | — | — | — | |
| SwiftEditType=One-step, Steps=1, GT masks=false2024.12 | 23.33 | 25.16 | 21.25 | 0.0007 | 0.23 | — | — | — | — | — | — | |
| FireFlowModel=FLUX2025.12 | 23.33 | — | — | 70.83 | — | — | 26.19 | 133.4 | 81.22 | 29.03 | 8.67 | |
| SwiftEditType=One-step, Steps=1, GT masks=true2024.12 | 23.31 | 25.56 | 21.91 | 0.0006 | 0.23 | — | — | — | — | — | — | |
| FireFlowModel=Flow2026.03 | 23.28 | 25.98 | 22.94 | — | — | 28.3 | — | — | 82.82 | — | — | |
| RF-SolverModel=Flow2026.03 | 22.9 | 26 | 22.88 | — | — | 31.1 | — | — | 81.9 | — | — | |
| DI+MasaCtrlModel=SD1.42025.12 | 22.68 | — | — | 80.63 | — | — | 24.39 | 87.41 | 81.51 | 23.58 | 8.67 | |
| Direct Inversion + MasaCtrlType=Multi-step, Steps=50, Inversion=Direct Inversion2024.12 | 22.64 | 24.38 | 21.35 | 0.0081 | 29.68 | — | — | — | — | — | — | |
| Direct Inversion + PnPType=Multi-step, Steps=50, Inversion=Direct Inversion2024.12 | 22.46 | 25.41 | 22.62 | 0.008 | 12.79 | — | — | — | — | — | — | |
| DI+PnPModel=SD1.52025.12 | 22.46 | — | — | 79.94 | — | — | 25.49 | 105.51 | 79.88 | 23.35 | 8.67 | |
| PnP-InvModel=Diffusion2026.03 | 22.46 | 25.41 | 22.62 | — | — | 24.29 | — | — | 79.68 | — | — | |
| TurboEditType=Few-steps, Steps=42024.12 | 22.43 | 25.49 | 21.82 | 0.0009 | 1.32 | — | — | — | — | — | — | |
| PnPModel=SD1.52025.12 | 22.31 | — | — | 82.95 | — | — | 25.41 | 112.76 | 79.25 | 27.35 | 10.5 | |
| DDIM + PnPType=Multi-step, Steps=50, Inversion=DDIM2024.12 | 22.28 | 25.41 | 22.55 | 0.0084 | 12.62 | — | — | — | — | — | — | |
| PnPModel=Diffusion2026.03 | 22.28 | 25.41 | 22.55 | — | — | 28.22 | — | — | 79.05 | — | — | |
| FlowEditModel=SD32025.12 | 22.22 | — | — | 85.96 | — | — | 27.51 | 104.12 | 93.22 | 27.12 | 6.83 | |
| ChordEditBackbone=SD-Turbo, Type=One-step, T-free=true, I-free=true, Step=1, NFE=2, Runtime(s)=0.38, VRAM(MiB)=69882026.02 | 22.2 | 25.58 | 22.96 | 6.84 | — | — | — | 128.25 | — | — | — | |
| MasaCtrlModel=SD1.42025.12 | 22.19 | — | — | 86.37 | — | — | 24.03 | 105.44 | 79.91 | 27.12 | 11 | |
| DDIM + MasaCtrlType=Multi-step, Steps=50, Inversion=DDIM2024.12 | 22.17 | 23.96 | 21.16 | 0.0087 | 23.21 | — | — | — | — | — | — | |
| FlowEditBackbone=SD3, Type=Multi-step (≥ 30 steps), T-free=true, I-free=true, Step=33, NFE=33, Runtime(s)=7.22, VRAM(MiB)=171402026.02 | 22.17 | 26.64 | 23.69 | 7.69 | — | — | — | 104.81 | — | — | — | |
| ChordEditBackbone=SwiftBrush-v2, Type=One-step, T-free=true, I-free=true, Step=1, NFE=2, Runtime(s)=0.38, VRAM(MiB)=69882026.02 | 22.04 | 25.12 | 22.58 | 7.13 | — | — | — | 111.22 | — | — | — | |
| FlowEditModel=FLUX2025.12 | 21.96 | — | — | 94.99 | — | — | 25.25 | 112.19 | 83.08 | 27.82 | 10.83 | |
| Direct Inversion + MasaCtrlType=Multi-step (≥ 30 steps), T-free=true, I-free=false, Step=50, NFE=150, Runtime(s)=79.1, VRAM(MiB)=122722026.02 | 21.78 | 24.42 | 21.38 | 7.99 | — | — | — | 87.38 | — | — | — | |
| SwiftEditBackbone=SwiftBrush-v2, Type=One-step, T-free=false, I-free=false, Step=1, NFE=2, Runtime(s)=0.54, VRAM(MiB)=150602026.02 | 21.71 | 24.93 | 21.85 | 8.22 | — | — | — | 91.22 | — | — | — | |
| Direct Inversion + P2P-ZeroType=Multi-step, Steps=50, Inversion=Direct Inversion2024.12 | 21.53 | 23.31 | 21.05 | 0.0127 | 35.34 | — | — | — | — | — | — | |
| TurboEditBackbone=SDXL-Turbo, Type=Few-step (4 steps), T-free=true, I-free=true, Step=4, NFE=4, Runtime(s)=2.69, VRAM(MiB)=138262026.02 | 21.44 | 24.66 | 21.79 | 9.49 | — | — | — | 108.6 | — | — | — | |
| Direct Inversion + PnPType=Multi-step (≥ 30 steps), T-free=true, I-free=false, Step=50, NFE=150, Runtime(s)=28.03, VRAM(MiB)=92622026.02 | 21.43 | 25.48 | 22.63 | 8.1 | — | — | — | 106.26 | — | — | — | |
| DDIM + PnPType=Multi-step (≥ 30 steps), T-free=true, I-free=false, Step=50, NFE=150, Runtime(s)=28.01, VRAM(MiB)=92622026.02 | 21.26 | 25.45 | 22.54 | 8.42 | — | — | — | 113.58 | — | — | — | |
| DDIM + MasaCtrlType=Multi-step (≥ 30 steps), T-free=true, I-free=false, Step=50, NFE=150, Runtime(s)=55.2, VRAM(MiB)=122722026.02 | 21.25 | 24.13 | 21.13 | 8.58 | — | — | — | 106.59 | — | — | — | |
| FMM2026.02 | 20.8003 | — | — | — | — | 33.5045 | 26.6235 | 0.1425 | 0.7409 | — | — | |
| InsP2PModel=InsP2P2025.12 | 20.8 | — | — | 221.3 | — | — | 23.61 | 159.23 | 76.47 | 58.13 | 14.5 | |
| DDIM + P2P-ZeroType=Multi-step, Steps=50, Inversion=DDIM2024.12 | 20.44 | 22.8 | 20.54 | 0.0144 | 35.57 | — | — | — | — | — | — | |
| ReNoise (SDXL Turbo)Type=Few-steps, Steps=4, Backbone=SDXL Turbo2024.12 | 20.28 | 24.29 | 21.07 | 0.0054 | 5.11 | — | — | — | — | — | — | |
| RF-InvModel=FLUX2025.12 | 20.2 | — | — | 139.2 | — | — | 24.57 | 179.54 | 69.91 | 42.29 | 14 | |
| AdaEditModel=Flow2026.03 | 19.58 | 25.93 | 22.86 | — | — | 27.03 | — | — | 74.33 | — | — | |
| ProEditModel=Flow2026.03 | 19.13 | 26.17 | 23.09 | — | — | 29.6 | — | — | 72.44 | — | — | |
| FPE2026.02 | 18.759 | — | — | — | — | 35.0359 | 26.7253 | 0.1849 | 0.7042 | — | — | |
| DDIM + P2PType=Multi-step, Steps=50, Inversion=DDIM2024.12 | 17.87 | 25.01 | 22.44 | 0.022 | 25.98 | — | — | — | — | — | — | |
| P2PModel=Diffusion2026.03 | 17.87 | 25.01 | 22.44 | — | — | 69.43 | — | — | 71.14 | — | — | |
| h-edit2026.02 | 17.6958 | — | — | — | — | 32.8434 | 26.3929 | 0.1919 | 0.7174 | — | — | |
| TtfDf2026.02 | 17.3285 | — | — | — | — | 42.4081 | 26.0262 | 0.224 | 0.6499 | — | — | |
| Diffedit2026.02 | 15.899 | — | — | — | — | 46.1566 | 21.6037 | 0.2945 | 0.5559 | — | — | |
| PnP2026.02 | 12.6653 | — | — | — | — | 45.1111 | 26.4849 | 0.4742 | 0.3314 | — | — | |
| Direct InversionInversion Method=Ours, Editing Method=Prompt-to-Prompt (P2P)2023.10 | — | 25.02 | 22.1 | — | — | — | — | — | — | — | — | |
| EDICTInversion Method=EDICT, Editing Method=Prompt-to-Prompt (P2P)2023.10 | — | 23.09 | 20.32 | — | — | — | — | — | — | — | — | |
| Edit Friendly DDPMInversion Method=EF, Editing Method=Prompt-to-Prompt (P2P)2023.10 | — | 23.97 | 21.03 | — | — | — | — | — | — | — | — | |
| Negative-Prompt InversionInversion Method=NP, Editing Method=Proximal Guidance (Prox)2023.10 | — | 24.28 | 21.36 | — | — | — | — | — | — | — | — | |
| Null-Text InversionInversion Method=NT, Editing Method=Prompt-to-Prompt (P2P)2023.10 | — | 24.75 | 21.86 | — | — | — | — | — | — | — | — | |
| Null-Text InversionInversion Method=NT, Editing Method=Proximal Guidance (Prox)2023.10 | — | 22.91 | 20.23 | — | — | — | — | — | — | — | — |