Image Editing on PIE-Bench
36.02PSNRFollow-Your-Shape
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Follow-Your-ShapeControlNet=true2025.08 | 36.02 | — | 8.34 | — | — | — | — | 33.51 | — | 6.55 | — | — | — | — | |
| Follow-Your-ShapeControlNet=false2025.08 | 35.62 | — | 9.74 | — | — | — | — | 32.47 | — | 6.49 | — | — | — | — | |
| FLUX.1Kontext2025.08 | 34.91 | — | 14.62 | — | — | — | — | 28.79 | — | 6.47 | — | — | — | — | |
| KV-edit (CVPR’25)Mask=Y, Model=FLUX2026.06 | 34.85 | 1.7 | 12.4 | 5.42 | 95.7 | 24.28 | 20.14 | 26.3 | — | — | — | — | — | — | |
| KV-edit+CRMask=Y, Model=FLUX2026.06 | 34.82 | 1.72 | 12.5 | 5.43 | 95.71 | 24.75 | 20.62 | 26.98 | — | — | — | — | — | — | |
| KV-Edit2025.08 | 33.45 | — | 13.72 | — | — | — | — | 28.14 | — | 6.47 | — | — | — | — | |
| FLUX.1Fill2025.08 | 32.76 | — | 17.43 | — | — | — | — | 26.59 | — | 6.33 | — | — | — | — | |
| FlowEdit2025.08 | 32.68 | — | 16.42 | — | — | — | — | 28.93 | — | 6.37 | — | — | — | — | |
| Qwen Image+RewardFlowNFE=54, Step=252026.04 | 32.09 | 7.64 | 38.47 | 23.57 | 90.21 | 29.78 | 27.57 | — | — | — | — | — | — | — | |
| RF-Edit2025.08 | 31.97 | — | 15.34 | — | — | — | — | 29.67 | — | 6.49 | — | — | — | — | |
| Flux+RewardFlowNFE=43, Step=202026.04 | 31.21 | 7.78 | 40.55 | 26.47 | 89.67 | 29.44 | 26.62 | — | — | — | — | — | — | — | |
| Uni-edit+CRMask=Y, Model=FLUX2026.06 | 30.17 | 8.83 | 53.29 | 16.76 | 91.66 | 25.65 | 22.18 | 27.76 | — | — | — | — | — | — | |
| UniEdit+ProEditModel=Flow, NFE=28, alpha=0.62025.12 | 30.08 | 9.22 | — | — | 90.87 | 25.78 | 22.3 | — | — | — | — | — | — | — | |
| Qwen Image+RewardFlowNFE=6, Step=42026.04 | 29.92 | 10.33 | 37.92 | 26.95 | 90.12 | 28.55 | 27.52 | — | — | — | — | — | — | — | |
| BiFMSettings=Multi-Step, NFE=502026.03 | 29.89 | — | 47.01 | 42.66 | 87.5 | 27.42 | 24.66 | — | — | — | — | — | — | — | |
| InstantEditNFE=24, Step=122026.04 | 29.63 | 12.57 | 35.27 | 24.57 | 87.4 | 26.06 | 22.73 | — | — | — | — | — | — | — | |
| Flux+RewardFlowNFE=6, Step=42026.04 | 29.57 | 13.44 | 40.03 | 29.66 | 88.13 | 27.31 | 24.69 | — | — | — | — | — | — | — | |
| UniEditModel=Flow, NFE=28, alpha=0.62025.12 | 29.54 | 10.14 | — | — | 90.42 | 25.8 | 22.33 | — | — | — | — | — | — | — | |
| Uni-EditModel=FLUX, N=15, alpha=0.6, Steps=15, NFE=282025.04 | 29.54 | — | — | — | — | 25.8 | 22.33 | — | — | — | 10.14 | 64.77 | 18.3 | 90.42 | |
| KV-EditNFE=27, Step=402026.04 | 29.04 | 8.47 | 43.44 | 35.47 | 86.66 | 28.21 | 23.92 | — | — | — | — | — | — | — | |
| FlowChefNFE=28, Step=302026.04 | 29.03 | 9.67 | 43.11 | 36.67 | 87.44 | 27.05 | 23.09 | — | — | — | — | — | — | — | |
| Uni-edit (ICLR’26)Mask=Y, Model=FLUX2026.06 | 28.97 | 10.35 | 63.35 | 20.98 | 90.67 | 25.71 | 22.24 | 27.35 | — | — | — | — | — | — | |
| BiFMSettings=Few-Step, NFE=42026.03 | 28.92 | — | 67.25 | 54.92 | 87.29 | 26.77 | 23.58 | — | — | — | — | — | — | — | |
| AREditNFE=16, Step=302026.04 | 28.78 | 13.12 | 42.67 | 37.88 | 87.19 | 26.57 | 24.51 | — | — | — | — | — | — | — | |
| ViMAEditInverse=PnP-I, Sampling=DDIM, Steps=502024.10 | 28.75 | 11.9 | 43.07 | 28.85 | 85.95 | 25.43 | — | — | — | — | — | — | — | — | |
| InfEditNFE=12, Step=122026.04 | 28.63 | 13.87 | 39.8 | 33.19 | 86.28 | 25.84 | 22.44 | — | — | — | — | — | — | — | |
| InfEditInverse=VI, Sampling=DDCM, Steps=122024.10 | 28.51 | 13.78 | 47.58 | 32.09 | 85.66 | 25.03 | — | — | — | — | — | — | — | — | |
| InfEditModel=Diffusion, NFE=722025.12 | 28.51 | 13.78 | — | — | 85.66 | 25.03 | 22.22 | — | — | — | — | — | — | — | |
| InfEditModel=Diff., Steps=12, NFE=722025.04 | 28.51 | 13.78 | 47.58 | 32.09 | 85.66 | 25.03 | 22.22 | — | — | — | — | — | — | — | |
| InfEditModel=Diff., Steps=12, NFE=722025.04 | 28.51 | — | — | — | — | 25.03 | 22.22 | — | — | — | 13.78 | 47.58 | 32.09 | 85.66 | |
| BiFMSettings=One-Step, NFE=12026.03 | 28.46 | — | 92.3 | 58.22 | 85.88 | 26.09 | 22.42 | — | — | — | — | — | — | — | |
| ProxGNFE=100, Step=502026.04 | 28.45 | 8.39 | 38.27 | 25.63 | 85.87 | 25.04 | 21.64 | — | — | — | — | — | — | — | |
| BaselineN (Sampling steps)=502026.02 | 28.33 | — | — | — | 91.67 | 25.71 | 22.65 | — | — | — | 47.52 | 59.32 | 90.17 | — | |
| FlowEditNFE=33, Step=302026.04 | 28.33 | 11.56 | 43.57 | 37.48 | 86.23 | 26.43 | 23.03 | — | — | — | — | — | — | — | |
| Navi-FlowAlignScheduling Type=Navi Controller, Decoupled Controller Scale (M)=1, Backbone=SD32026.05 | 28.33 | 5.4 | 34.49 | 2.09 | 93.4 | 26.15 | 22.44 | — | — | — | — | — | — | — | |
| ViMAEditInverse=VI, Sampling=DPM-Solver++, Steps=122024.10 | 28.31 | 12.5 | 44.88 | 31.27 | 85.69 | 25.54 | — | — | — | — | — | — | — | — | |
| ViMAEditInverse=VI, Sampling=DDIM, Steps=502024.10 | 28.27 | 12.65 | 45.67 | 30.29 | 85.65 | 25.91 | — | — | — | — | — | — | — | — | |
| ViMAEditInverse=EF, Sampling=DPM-Solver++, Steps=202024.10 | 28.12 | 14.16 | 45.62 | 33.56 | 85.61 | 25.51 | — | — | — | — | — | — | — | — | |
| VeloEditBackbone=Flux.1 Kontext2026.03 | 28.1 | — | — | — | 82.2 | — | — | 30.49 | — | — | — | — | — | — | |
| InstantEditSettings=Few-Step, NFE=42026.03 | 27.96 | — | 44.39 | 34.94 | 86.44 | 26.28 | 22.82 | — | — | — | — | — | — | — | |
| InstantEditNFE=8, Step=42026.04 | 27.96 | 17.14 | 44.39 | 34.94 | 86.44 | 26.28 | 22.82 | — | — | — | — | — | — | — | |
| Navi-FlowEdit + gateScheduling Type=Navi Controller, Gating Mechanism=Enabled, Backbone=SD32026.05 | 27.94 | 10.67 | 48.74 | 2.64 | 93.85 | 26.18 | 22.72 | — | — | — | — | — | — | — | |
| FlowAlignScheduling Type=Fixed Schedule, Backbone=SD32026.05 | 27.78 | 6.21 | 34.47 | 2.14 | 92.41 | 25.44 | 21.8 | — | — | — | — | — | — | — | |
| P2PNFE=100, Step=502026.04 | 27.72 | 9.58 | 44.98 | 30.02 | 85.01 | 24.94 | 21.57 | — | — | — | — | — | — | — | |
| TORSN (Sampling steps)=102026.02 | 27.59 | — | — | — | 90.37 | 25.76 | 22.7 | — | — | — | 52.46 | 64.87 | 90.9 | — | |
| P2PInverse=VI, Sampling=DDIM, Steps=502024.10 | 27.54 | 13.15 | 51.44 | 35.07 | 84.98 | 25.19 | — | — | — | — | — | — | — | — | |
| OneDiffusion2024.11 | 27.49 | — | 56.67 | — | — | 25.84 | 22.34 | — | — | — | — | — | — | — | |
| EFNFE=70, Step=502026.04 | 27.49 | 8.39 | 44.38 | 29.79 | 85.61 | 25.87 | 22.14 | — | — | — | — | — | — | — | |
| VENUSBackbone=P2P+DirInv, w/GTTP=true2026.01 | 27.25 | — | 0.05 | — | 85.3 | 25.99 | — | — | — | — | — | — | — | — | |
| DINFE=100, Step=502026.04 | 27.25 | 11.6 | 49.25 | 32.87 | 84.86 | 25.83 | 22.39 | — | — | — | — | — | — | — | |
| Direct InversionEditing Method=Prompt-to-Prompt, Base Model=Stable Diffusion v1.42023.10 | 27.22 | 11.65 | 54.55 | 32.86 | 84.76 | 25.02 | 22.1 | — | — | — | — | — | — | — | |
| PnP InversionT2I Model=SD1.42025.01 | 27.22 | 11.65 | 54.55 | 32.86 | 84.76 | 25.02 | 22.1 | — | — | — | — | — | — | — | |
| PnPInversionT2I Model=SD1.42025.01 | 27.22 | 11.65 | 54.55 | 32.86 | 84.76 | 25.02 | 22.1 | — | — | — | — | — | — | — | |
| PnPInversion2024.11 | 27.22 | — | 54.55 | — | — | 25.02 | 22.1 | — | — | — | — | — | — | — | |
| P2P + DirInv2026.01 | 27.22 | — | 0.0545 | — | 84.76 | 25.02 | — | — | — | — | — | — | — | — | |
| PnP InvSettings=Multi-Step, NFE=502026.03 | 27.22 | — | 49.25 | 32.87 | 84.86 | 25.83 | 22.39 | — | — | — | — | — | — | — | |
| P2PInverse=PnP-I, Sampling=DDIM, Steps=502024.10 | 27.19 | 11.64 | 54.44 | 33.15 | 84.71 | 25.03 | — | — | — | — | — | — | — | — | |
| ReNoiseModel=Diff., Steps=502025.04 | 27.11 | — | 49.25 | 31.23 | 72.3 | 23.98 | 21.26 | — | — | — | — | — | — | — | |
| P2PInverse=EF, Sampling=DPM-Solver++, Steps=202024.10 | 27.05 | 14.52 | 50.72 | 37.48 | 84.97 | 25.36 | — | — | — | — | — | — | — | — | |
| Null-Text InversionEditing Method=Prompt-to-Prompt, Base Model=Stable Diffusion v1.52023.10 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | — | — | — | — | — | — | — | |
| Null-text InversionT2I Model=SD1.42025.01 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | — | — | — | — | — | — | — | |
| Null-text InversionT2I Model=SD1.42025.01 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | — | — | — | — | — | — | — | |
| P2Pinversion steps=50, CFG=72024.11 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | — | — | — | — | — | — | — | |
| Null-text Inversion2024.11 | 27.03 | — | 60.67 | — | — | 24.75 | 21.86 | — | — | — | — | — | — | — | |
| P2PInverse=NT-Inv, Editing=P2P2025.09 | 27.03 | — | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | — | — | — | — | — | — | — | |
| NT InvSettings=Multi-Step, NFE=502026.03 | 27.03 | — | 60.67 | 35.86 | 84.11 | 23.61 | 21.64 | — | — | — | — | — | — | — | |
| Null-Text InvModel=Diff., Steps=502025.04 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | — | — | — | — | — | — | — | |
| Null-text + P2PModel=SD 1.42026.05 | 26.92 | — | — | — | 82.67 | — | — | 85.42 | — | — | 15.69 | 66.42 | 35.09 | — | |
| MagicBrushT2I Model=SD1.52025.01 | 26.85 | 26.81 | 66.67 | 171.11 | 83.37 | 23.89 | 20.84 | — | — | — | — | — | — | — | |
| InfEditNFE=4, Step=42026.04 | 26.75 | 16.19 | 50.79 | 42.33 | 84.71 | 25.68 | 22.27 | — | — | — | — | — | — | — | |
| Ours (AdaLN Invariance Control)backbone=Stable Diffusion 3.5, sampler=Euler, inversion steps=30, CFG inversion=1, CFG editing=2, fixed-point iteration number=32024.11 | 26.62 | 18.17 | 80.55 | 40.24 | 91.5 | 25.74 | 22.27 | — | — | — | — | — | — | — | |
| EditFTSettings=Multi-Step, NFE=302026.03 | 26.62 | — | 80.55 | 40.24 | 91.5 | 25.74 | 22.27 | — | — | — | — | — | — | — | |
| NPI w/ TRDIBackbone=SDXL2026.06 | 26.54 | 16.36 | 83.13 | 37.74 | 86.66 | 24.21 | 21.1 | — | — | — | — | — | — | — | |
| DDIM w/ TRDIBackbone=SDXL2026.06 | 26.53 | 15.63 | 84.2 | 37.89 | 86.6 | 24.19 | 21.09 | — | — | — | — | — | — | — | |
| FlowEdit + VAGSModel=SD 3.52026.05 | 26.38 | — | — | — | 87.68 | — | — | 87.44 | — | — | 13.84 | 70.38 | 34.86 | — | |
| InfEditinversion steps=50, CFG=72024.11 | 26.31 | 24.7 | 87.94 | 75.19 | 81.33 | 23.67 | 21.86 | — | — | — | — | — | — | — | |
| DDIMBackbone=SDXL2026.06 | 26.26 | 19.43 | 89.24 | 39.94 | 86.27 | 24.15 | 20.98 | — | — | — | — | — | — | — | |
| NPIBackbone=SDXL2026.06 | 26.26 | 19.43 | 89.04 | 39.91 | 86.28 | 24.11 | 20.98 | — | — | — | — | — | — | — | |
| Negative-Prompt InversionEditing Method=Prompt-to-Prompt, Base Model=Stable Diffusion v1.42023.10 | 26.21 | 16.17 | 69.01 | 39.73 | 83.4 | 24.61 | 21.87 | — | — | — | — | — | — | — | |
| Wavelet-Guided Semantic Signal CompensationModel=FLUX2026.07 | 26.17 | 30.95 | 54.02 | 39.24 | 90.6 | 25.52 | 23.05 | — | — | — | — | — | — | — | |
| StyleDiffusionEditing Method=Prompt-to-Prompt, Base Model=Stable Diffusion v1.42023.10 | 26.05 | 11.65 | 66.1 | 38.63 | 83.42 | 24.78 | 21.72 | — | — | — | — | — | — | — | |
| TurboEditNFE=24, Step=122026.04 | 26.04 | 15.11 | 69.54 | 55.12 | 84.27 | 26.09 | 23.35 | — | — | — | — | — | — | — | |
| Weighted h-Transform SamplingBackbone=SD-3-medium, Sampling timestep=50, Target guidance scale=13.52026.03 | 25.98 | 0.017 | 0.097 | 0.004 | 81.9 | 25.41 | 22.37 | — | — | — | — | — | — | — | |
| ReNoise w/ TRDIBackbone=SDXL2026.06 | 25.81 | 27.64 | 98.81 | 47.09 | 84.78 | 24.07 | 21.09 | — | — | — | — | — | — | — | |
| ReNoiseBackbone=SDXL2026.06 | 25.7 | 27.81 | 99.84 | 49.35 | 84.02 | 24.1 | 21.03 | — | — | — | — | — | — | — | |
| Uni-EditModel=Diff., Steps=15, NFE=28, Base Architecture=SDXL (RealVisXL V4.0), alpha=0.6, omega=52025.04 | 25.64 | 15.59 | 78.83 | 43.05 | 83.42 | 26.33 | 22.78 | — | — | — | — | — | — | — | |
| InfEditScheduling Type=Fixed Schedule, Backbone=SD1.42026.05 | 25.62 | 18.06 | 55.69 | 5.88 | 85.02 | 24.92 | 22.08 | — | — | — | — | — | — | — | |
| TurboEditSettings=Few-Step, NFE=42026.03 | 25.51 | — | 76.95 | 58.48 | 84.63 | 25.49 | 21.82 | — | — | — | — | — | — | — | |
| FlowAlignBackbone=SD-3-medium2026.03 | 25.5 | 0.028 | 0.053 | 0.004 | 87.9 | 25.28 | 22 | — | — | — | — | — | — | — | |
| FlashEdit2025.09 | 25.33 | — | 62.25 | 4.28 | 83.32 | 25.51 | 22.29 | — | — | — | — | — | — | — | |
| FlashEditNote=with ground truth masks2025.09 | 25.28 | — | 62.43 | 4.33 | 83.02 | 25.58 | 22.32 | — | — | — | — | — | — | — | |
| Wavelet-Guided Semantic Signal CompensationBackbone=SD32026.07 | 25.26 | — | — | — | — | 26.44 | 23.97 | — | — | — | 26.2 | 52.46 | 41.6 | 89.8 | |
| DNA-EditModel=FLUX2026.07 | 25.21 | 16.83 | 86.48 | 48.11 | 87.23 | 24.82 | 22.12 | — | — | — | — | — | — | — | |
| BaselineN (Sampling steps)=102026.02 | 25.05 | — | — | — | 87.69 | 25.64 | 22.59 | — | — | — | 65.29 | 75.99 | 112.1 | — | |
| Uni-EditModel=SD3, N=15, alpha=0.6, Steps=15, NFE=282025.04 | 24.96 | — | — | — | — | 26.39 | 22.72 | — | — | — | 21.4 | 89.78 | 49.2 | 86.11 | |
| UniEdit+ProEditModel=Flow, NFE=37, alpha=0.82025.12 | 24.82 | 24.27 | — | — | 85.87 | 27.08 | 23.64 | — | — | — | — | — | — | — | |
| FireFlow+ProEditModel=Flow, NFE=322025.12 | 24.78 | 27.51 | — | — | 85.19 | 26.28 | 23.24 | — | — | — | — | — | — | — | |
| FreeDiffModel=Diffusion2026.07 | 24.78 | 17.98 | 89.02 | 54.81 | 81.92 | 25.16 | 22.15 | — | — | — | — | — | — | — | |
| RF-Solver+ProEditModel=Flow, NFE=602025.12 | 24.77 | 27.82 | — | — | 84.78 | 26.28 | 23.25 | — | — | — | — | — | — | — | |
| LEDITS++Inverse=EF, Sampling=DPM-Solver++, Steps=202024.10 | 24.67 | 23.15 | 80.79 | 118.56 | 81.55 | 25.01 | — | — | — | — | — | — | — | — |