Image Inpainting on FFHQ (test)
0.055LPIPSNullFlow
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NullFlowNFE=12026.06 | 0.055 | — | 24.54 | 87.4 | — | — | — | — | — | — | — | — | — | |
| AID-18NFE=35, Sec.=1.582026.05 | 0.0597 | — | 12.87 | 75.98 | — | — | — | — | — | — | — | — | — | |
| AID-12NFE=23, Sec.=1.042026.05 | 0.0662 | — | 11.96 | 73.06 | — | — | — | — | — | — | — | — | — | |
| BBDM (W2-oriented schedule)p=0.25, sigma_y=0.102026.07 | 0.067 | 5.026 | 27.89 | 80.8 | — | — | — | — | — | — | — | — | — | |
| RePaintNFE=350, Sec.=15.502026.05 | 0.0677 | — | 10.88 | 72.76 | — | — | — | — | — | — | — | — | — | |
| cDDIMp=0.25, sigma_y=0.102026.07 | 0.0711 | 9.591 | 28.969 | 83.6 | — | — | — | — | — | — | — | — | — | |
| RADMask Type=Box2024.12 | 0.074 | 22.1 | — | — | — | — | — | — | — | — | — | — | — | |
| RADMask Type=Wide2024.12 | 0.078 | 21.5 | — | — | — | — | — | — | — | — | — | — | — | |
| DPSNFE=35, Sec.=2.402026.05 | 0.0792 | — | 10.41 | 70.28 | — | — | — | — | — | — | — | — | — | |
| BBDM (default schedule)p=0.25, sigma_y=0.102026.07 | 0.0794 | 14.289 | 29.802 | 86.3 | — | — | — | — | — | — | — | — | — | |
| BBDM (MSE-oriented schedule)p=0.25, sigma_y=0.102026.07 | 0.0855 | 19.209 | 31.311 | 88.9 | — | — | — | — | — | — | — | — | — | |
| LaMaMask Type=Box2024.12 | 0.086 | 27.7 | — | — | — | — | — | — | — | — | — | — | — | |
| MCGMask Type=Box2024.12 | 0.089 | 23.7 | — | — | — | — | — | — | — | — | — | — | — | |
| DDNMMask Type=Box2024.12 | 0.089 | 30.4 | — | — | — | — | — | — | — | — | — | — | — | |
| DDNMMask Type=Wide2024.12 | 0.089 | 30.4 | — | — | — | — | — | — | — | — | — | — | — | |
| PnP-FlowNFE=5002026.06 | 0.089 | — | 24.8 | 90 | — | — | — | — | — | — | — | — | — | |
| REPAINTMask Type=Box2024.12 | 0.093 | 25.7 | — | — | — | — | — | — | — | — | — | — | — | |
| DeqIRMask Type=Box2024.12 | 0.093 | 24.2 | — | — | — | — | — | — | — | — | — | — | — | |
| LaMaMask Type=Wide2024.12 | 0.096 | 23.2 | — | — | — | — | — | — | — | — | — | — | — | |
| MCGMask Type=Wide2024.12 | 0.099 | 22.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DeqIRMask Type=Wide2024.12 | 0.099 | 27.4 | — | — | — | — | — | — | — | — | — | — | — | |
| DiffPIRNFE=2002026.06 | 0.101 | — | 25.12 | 87.1 | — | — | — | — | — | — | — | — | — | |
| FlowerNFE=5002026.06 | 0.105 | — | 25.03 | 89.2 | — | — | — | — | — | — | — | — | — | |
| BBDM (default schedule)p=0.125, sigma_y=0.102026.07 | 0.1061 | 15.081 | 27.245 | 80.7 | — | — | — | — | — | — | — | — | — | |
| REPAINTMask Type=Wide2024.12 | 0.108 | 24.2 | — | — | — | — | — | — | — | — | — | — | — | |
| SGPnP2026.04 | 0.108 | — | 25.21 | 87.4 | — | — | — | — | — | — | — | — | — | |
| cDDIMp=0.125, sigma_y=0.102026.07 | 0.1089 | 15.731 | 26.592 | 77.7 | — | — | — | — | — | — | — | — | — | |
| DDRMMask Type=Box2024.12 | 0.109 | 28.4 | — | — | — | — | — | — | — | — | — | — | — | |
| DDRMMask Type=Wide2024.12 | 0.113 | 27.5 | — | — | — | — | — | — | — | — | — | — | — | |
| DiffPIR2026.04 | 0.115 | — | 25.09 | 86 | — | — | — | — | — | — | — | — | — | |
| SONIC2025.11 | 0.121 | 12.883 | 22.562 | 85.7 | — | — | — | — | — | 0.28 | 0.245 | 24.042 | 5.848 | |
| BBDM (MSE-oriented schedule)p=0.125, sigma_y=0.102026.07 | 0.121 | 22.808 | 28.79 | 84.4 | — | — | — | — | — | — | — | — | — | |
| U-NetNFE=12026.06 | 0.123 | — | 26.59 | 89.6 | — | — | — | — | — | — | — | — | — | |
| BBDM (W2-oriented schedule)p=0.125, sigma_y=0.102026.07 | 0.1265 | 11.099 | 24.816 | 72.6 | — | — | — | — | — | — | — | — | — | |
| FLUX-Fill2026.01 | 0.127 | 2.31 | — | — | — | 0.323 | 0.118 | — | 46.105 | — | — | — | — | |
| ASUKA-II-FLUX2026.01 | 0.128 | 1.844 | — | — | — | 0.362 | 0.163 | — | 40.935 | — | — | — | — | |
| ASUKA-SD2023.12 | 0.131 | 2.06 | — | — | — | 0.386 | 0.205 | 0.955 | 30.848 | — | — | — | — | |
| ASUKA-I-SD2026.01 | 0.131 | 2.06 | — | — | — | 0.386 | 0.205 | — | 30.848 | — | — | — | — | |
| Score-SDEMask Type=Wide2024.12 | 0.132 | 29.8 | — | — | — | — | — | — | — | — | — | — | — | |
| Score-SDEMask Type=Box2024.12 | 0.135 | 30.3 | — | — | — | — | — | — | — | — | — | — | — | |
| SD2023.12 | 0.139 | 2.235 | — | — | — | 0.371 | 0.197 | 0.944 | 43.529 | — | — | — | — | |
| SD2026.01 | 0.139 | 2.235 | — | — | — | 0.371 | 0.197 | — | 43.529 | — | — | — | — | |
| MCGNFE=35, Sec.=1.592026.05 | 0.1507 | — | 6.92 | 56.33 | — | — | — | — | — | — | — | — | — | |
| ReplaceNFE=35, Sec.=1.562026.05 | 0.1532 | — | 6.93 | 55.85 | — | — | — | — | — | — | — | — | — | |
| P-FlowMasking ratio=95% Random inp.2026.05 | 0.154 | — | 24.66 | 76 | — | — | — | — | — | — | — | — | — | |
| DPSNFE=10002026.06 | 0.157 | — | 23.89 | 82.9 | — | — | — | — | — | — | — | — | — | |
| DPS2026.04 | 0.176 | — | 23.69 | 81 | — | — | — | — | — | — | — | — | — | |
| BLD-SD3.52025.11 | 0.18 | 25.842 | 17.592 | 82.4 | — | — | — | — | — | 0.038 | 0.213 | 22.456 | 5.136 | |
| FlowChef2025.11 | 0.193 | 20.706 | 19.624 | 82.8 | — | — | — | — | — | -0.021 | 0.214 | 22.178 | 5.074 | |
| FlowChefNFEs=4002025.11 | 0.197 | 21.191 | 19.336 | 82.4 | — | — | — | — | — | -0.015 | 0.214 | 22.066 | 5.029 | |
| UnguidedNFE=35, Sec.=1.552026.05 | 0.2152 | — | 4.65 | 46.07 | — | — | — | — | — | — | — | — | — | |
| FlowerMasking ratio=95% Random inp.2026.05 | 0.23 | — | 22.27 | 68.3 | — | — | — | — | — | — | — | — | — | |
| PnP-FlowMasking ratio=95% Random inp.2026.05 | 0.234 | — | 22.21 | 68.2 | — | — | — | — | — | — | — | — | — | |
| BrushNet2025.11 | 0.237 | 17.95 | 21.929 | 75.9 | — | — | — | — | — | 0.275 | 0.244 | 24.804 | 5.713 | |
| SNORE2026.04 | 0.25 | — | 18.5 | 79.9 | — | — | — | — | — | — | — | — | — | |
| P-FlowMasking ratio=99% Random inp.2026.05 | 0.254 | — | 20.97 | 64 | — | — | — | — | — | — | — | — | — | |
| DPIR2026.04 | 0.264 | — | 18.42 | 79.7 | — | — | — | — | — | — | — | — | — | |
| DPIRNFE=2002026.06 | 0.264 | — | 18.42 | 79.7 | — | — | — | — | — | — | — | — | — | |
| FLAIR2025.11 | 0.266 | 18.982 | 23.1 | 82.3 | — | — | — | — | — | 0.22 | 0.24 | 24.122 | 5.735 | |
| Input2026.04 | 0.289 | — | 18.17 | 76.6 | — | — | — | — | — | — | — | — | — | |
| FLAIRNFEs=4002025.11 | 0.292 | 19.873 | 24.099 | 82.9 | — | — | — | — | — | 0.154 | 0.234 | 23.765 | 5.537 | |
| RADMask Type=Extreme2024.12 | 0.317 | 33.4 | — | — | — | — | — | — | — | — | — | — | — | |
| DDNMMask Type=Extreme2024.12 | 0.353 | 87.7 | — | — | — | — | — | — | — | — | — | — | — | |
| MCGMask Type=Extreme2024.12 | 0.366 | 30.6 | — | — | — | — | — | — | — | — | — | — | — | |
| DeqIRMask Type=Extreme2024.12 | 0.368 | 64.2 | — | — | — | — | — | — | — | — | — | — | — | |
| FlowDPS2025.11 | 0.374 | 48.333 | 20.215 | 76 | — | — | — | — | — | 0.025 | 0.234 | 25.076 | 5.792 | |
| FlowDPSNFEs=4002025.11 | 0.389 | 68.644 | 23.243 | 78.6 | — | — | — | — | — | 0.008 | 0.232 | 25.014 | 5.924 | |
| REPAINTMask Type=Extreme2024.12 | 0.398 | 35.9 | — | — | — | — | — | — | — | — | — | — | — | |
| FlowerMasking ratio=99% Random inp.2026.05 | 0.417 | — | 17.86 | 54.9 | — | — | — | — | — | — | — | — | — | |
| PnP-FlowMasking ratio=99% Random inp.2026.05 | 0.42 | — | 17.82 | 54.7 | — | — | — | — | — | — | — | — | — | |
| Flow-PriorsMasking ratio=95% Random inp.2026.05 | 0.436 | — | 19.41 | 45.1 | — | — | — | — | — | — | — | — | — | |
| Flow-PriorsMasking ratio=99% Random inp.2026.05 | 0.479 | — | 18.49 | 42 | — | — | — | — | — | — | — | — | — | |
| Score-SDEMask Type=Extreme2024.12 | 0.488 | 48.6 | — | — | — | — | — | — | — | — | — | — | — | |
| LaMaMask Type=Extreme2024.12 | 0.492 | 61.7 | — | — | — | — | — | — | — | — | — | — | — | |
| DDRMMask Type=Extreme2024.12 | 0.532 | 48.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DQ-TransformerStroke count=50002026.03 | 0.631 | — | — | — | 0.039 | — | — | — | — | — | — | — | — | |
| Learning To PaintStroke count=50002026.03 | 0.697 | — | — | — | 0.032 | — | — | — | — | — | — | — | — | |
| Im2OilStroke count=50002026.03 | 0.742 | — | — | — | 0.042 | — | — | — | — | — | — | — | — | |
| Compositional Neural PainterStroke count=50002026.03 | 0.772 | — | — | — | 0.037 | — | — | — | — | — | — | — | — | |
| DQ-TransformerStroke count=10002026.03 | 0.83 | — | — | — | 0.047 | — | — | — | — | — | — | — | — | |
| Learning To PaintStroke count=10002026.03 | 0.833 | — | — | — | 0.046 | — | — | — | — | — | — | — | — | |
| Learning To PaintStroke count=5002026.03 | 0.85 | — | — | — | 0.05 | — | — | — | — | — | — | — | — | |
| DQ-TransformerStroke count=5002026.03 | 0.881 | — | — | — | 0.051 | — | — | — | — | — | — | — | — | |
| Paint TransformerStroke count=50002026.03 | 0.934 | — | — | — | 0.056 | — | — | — | — | — | — | — | — | |
| Compositional Neural PainterStroke count=10002026.03 | 0.946 | — | — | — | 0.048 | — | — | — | — | — | — | — | — | |
| Compositional Neural PainterStroke count=5002026.03 | 0.996 | — | — | — | 0.053 | — | — | — | — | — | — | — | — | |
| Stylized Neural PaintingStroke count=10002026.03 | 1.012 | — | — | — | 0.06 | — | — | — | — | — | — | — | — | |
| DegradedMasking ratio=99% Random inp.2026.05 | 1.032 | — | 11.5 | 30.7 | — | — | — | — | — | — | — | — | — | |
| Im2OilStroke count=10002026.03 | 1.04 | — | — | — | 0.071 | — | — | — | — | — | — | — | — | |
| Stylized Neural PaintingStroke count=50002026.03 | 1.044 | — | — | — | 0.057 | — | — | — | — | — | — | — | — | |
| Paint TransformerStroke count=10002026.03 | 1.045 | — | — | — | 0.064 | — | — | — | — | — | — | — | — | |
| Stylized Neural PaintingStroke count=5002026.03 | 1.047 | — | — | — | 0.057 | — | — | — | — | — | — | — | — | |
| Paint TransformerStroke count=5002026.03 | 1.052 | — | — | — | 0.067 | — | — | — | — | — | — | — | — | |
| Im2OilStroke count=5002026.03 | 1.071 | — | — | — | 0.077 | — | — | — | — | — | — | — | — | |
| DegradedMasking ratio=95% Random inp.2026.05 | 1.108 | — | 11.59 | 25.5 | — | — | — | — | — | — | — | — | — | |
| D-FlowMasking ratio=95% Random inp.2026.05 | 1.139 | — | 11.81 | 15 | — | — | — | — | — | — | — | — | — | |
| D-FlowMasking ratio=99% Random inp.2026.05 | 1.204 | — | 8.54 | 7.7 | — | — | — | — | — | — | — | — | — | |
| CoModGANMask Ratio=40%-60%, Resolution=512 x 5122022.05 | — | 17.914 | 22.43 | — | — | — | — | — | — | — | — | — | — | |
| DFv2Group=deterministic2022.05 | — | 27.344 | 27.937 | 94.5 | 0.0187 | — | — | — | — | — | — | — | — | |
| ECGroup=deterministic2022.05 | — | 12.949 | 27.484 | 94.1 | 0.0177 | — | — | — | — | — | — | — | — |