Image Inpainting on FFHQ 256x256 (val)
4.3459FIDSH-GAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SH-GANVariant=regular, Resolution=256x2562022.11 | 4.3459 | 0.2542 | 16.37 | 0.5911 | |
| CoModGANVariant=official, Resolution=256x2562022.11 | 4.7755 | 0.2568 | 16.24 | 0.5913 | |
| SH-GANVariant=small, Resolution=256x2562022.11 | 4.8225 | 0.2558 | 16.36 | 0.5891 | |
| CoModGANVariant=small, Resolution=256x2562022.11 | 5.0184 | 0.2579 | 16.31 | 0.5892 | |
| DPSKnown Operator=true2026.03 | 21.19 | 0.212 | — | — | |
| DiffRGDVenue=ECCV 20262026.06 | 21.88 | 0.096 | 34.04 | 0.926 | |
| MCGKnown Operator=true2026.03 | 29.26 | 0.286 | — | — | |
| ADMMDiffVenue=CVPR 20252026.06 | 29.52 | 0.119 | 32.38 | 0.899 | |
| LaMaResolution=256x2562022.11 | 32.7035 | 0.259 | 17.58 | 0.6277 | |
| MADFResolution=256x2562022.11 | 33.6207 | 0.28 | 17.54 | 0.6279 | |
| DPS2023.07 | 35.14 | 0.216 | — | — | |
| DSGVenue=ICML 20242026.06 | 36.3 | 0.144 | 31.03 | 0.866 | |
| MCG2023.07 | 40.11 | 0.309 | — | — | |
| DiffPIRType=Pixel2026.05 | 41.73 | 0.052 | 32.16 | 0.901 | |
| MGPSType=Pixel2026.05 | 42.15 | 0.05 | 31.41 | 0.894 | |
| DPSVenue=ICLR 20232026.06 | 42.68 | 0.153 | 30.44 | 0.863 | |
| DDRM2023.07 | 42.93 | 0.204 | — | — | |
| PSLDbackbone=Stable Diffusion v-1.52023.07 | 43.11 | 0.167 | — | — | |
| SubDAPS++Type=Dynamic2026.05 | 43.15 | 0.056 | 32.21 | 0.907 | |
| Weighted h-Transform SamplingKnown Operator=false2026.03 | 44.64 | 0.259 | — | — | |
| SDEditKnown Operator=false2026.03 | 47.24 | 0.39 | — | — | |
| AdaPSType=Pixel2026.05 | 48.65 | 0.057 | 32.34 | 0.917 | |
| DeepFillV2Resolution=256x2562022.11 | 50.9323 | 0.3204 | 16.11 | 0.5569 | |
| VML-MAPPreconditioned=false2025.12 | 52.76 | 0.18 | — | — | |
| VML-MAPprePreconditioned=true2025.12 | 52.76 | 0.18 | — | — | |
| ΠGDMType=Pixel2026.05 | 55.59 | 0.068 | 32.07 | 0.91 | |
| DAPSType=Pixel2026.05 | 56.73 | 0.073 | 30.68 | 0.835 | |
| SubDAPSType=Dynamic2026.05 | 57.31 | 0.073 | 30.71 | 0.835 | |
| Score-SDE2023.07 | 60.06 | 0.331 | — | — | |
| DAPSIterations=4K2025.12 | 60.22 | 0.224 | — | — | |
| DAPSIterations=1K2025.12 | 61.22 | 0.233 | — | — | |
| DPSType=Pixel2026.05 | 62.53 | 0.116 | 28.54 | 0.823 | |
| MAPGA2025.12 | 64.15 | 0.206 | — | — | |
| MPGDVenue=ICLR 20242026.06 | 68.24 | 0.256 | 27.51 | 0.724 | |
| ADMM-TV2023.07 | 68.94 | 0.322 | — | — | |
| LatentDAPSType=Latent2026.05 | 69.1 | 0.09 | 31.17 | 0.899 | |
| DDRMKnown Operator=true2026.03 | 69.71 | 0.587 | — | — | |
| SubDPSType=Dynamic2026.05 | 69.78 | 0.128 | 28.13 | 0.812 | |
| ΠGDM2025.12 | 70.4 | 0.237 | — | — | |
| DDRM2025.12 | 71.23 | 0.246 | — | — | |
| AOT-GANResolution=256x2562022.11 | 73.7962 | 0.427 | 15.6 | 0.5956 | |
| ILVRKnown Operator=true2026.03 | 76.54 | 0.612 | — | — | |
| RED-diffType=Pixel2026.05 | 77 | 0.11 | 29.54 | 0.828 | |
| ResampleType=Latent2026.05 | 83.78 | 0.099 | 28.88 | 0.835 | |
| PnP-ADMMKnown Operator=true2026.03 | 123.6 | 0.692 | — | — | |
| PnP-ADMM2023.07 | 151.9 | 0.406 | — | — | |
| ADMM-TVKnown Operator=true2026.03 | 181.5 | 0.463 | — | — |