Gaussian Deblurring on FFHQ 256x256 (val)
0.133LPIPSAdaPS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AdaPSType=Pixel2026.05 | 0.133 | 75.44 | 27.02 | 0.785 | — | |
| MGPSType=Pixel2026.05 | 0.139 | 67.51 | 27.78 | 0.799 | — | |
| DPSType=Pixel2026.05 | 0.143 | 72.86 | 25.26 | 0.717 | — | |
| ΠGDMType=Pixel2026.05 | 0.148 | 81.07 | 26.52 | 0.771 | — | |
| SubDPSType=Dynamic2026.05 | 0.155 | 75.3 | 25.45 | 0.718 | — | |
| SubDAPS++Type=Dynamic2026.05 | 0.162 | 60.38 | 29.17 | 0.828 | — | |
| DAPSType=Pixel2026.05 | 0.173 | 70.64 | 28.91 | 0.806 | — | |
| SubDAPSType=Dynamic2026.05 | 0.174 | 69.79 | 28.91 | 0.806 | — | |
| Trust Sampling2024.11 | 0.176 | 21.19 | — | — | — | |
| DiffPIRType=Pixel2026.05 | 0.177 | 82.78 | 28.07 | 0.771 | — | |
| VML-MAPprePreconditioned=true2025.12 | 0.182 | 93.48 | — | — | — | |
| DPS+DSG2024.11 | 0.194 | 24.06 | — | — | — | |
| DPS2024.11 | 0.195 | 23.59 | — | — | — | |
| VML-MAPτ_preNoise Level (σy)=0.05, Preconditioned=true2025.12 | 0.202 | 88.38 | — | — | — | |
| VML-MAPτNoise Level (σy)=0.05, Preconditioned=false2025.12 | 0.214 | 84.88 | — | — | — | |
| DiffRGDVenue=ECCV 20262026.06 | 0.218 | 63.83 | 26.8 | 0.757 | — | |
| PSLDbackbone=Stable Diffusion v-1.52023.07 | 0.221 | 41.53 | — | — | — | |
| ADMMDiffVenue=CVPR 20252026.06 | 0.226 | 79.3 | 26.57 | 0.757 | — | |
| LGD-MCn=1002024.11 | 0.228 | 27.23 | — | — | — | |
| LGD-MCn=102024.11 | 0.229 | 27.38 | — | — | — | |
| DAPSIterations=4K2025.12 | 0.23 | 93.71 | — | — | — | |
| MAPGA2025.12 | 0.235 | 119.2 | — | — | — | |
| DiffRGDDDIM sampling steps=1002026.06 | 0.235 | — | 27.46 | 0.781 | — | |
| DAPS-4KNoise Level (σy)=0.052025.12 | 0.236 | 91.99 | — | — | — | |
| RED-diffType=Pixel2026.05 | 0.237 | 84.94 | 28.37 | 0.823 | — | |
| DPSVenue=ICLR 20232026.06 | 0.237 | 69.38 | 25.88 | 0.721 | — | |
| VML-MAPPreconditioned=false2025.12 | 0.247 | 99.4 | — | — | — | |
| Weighted h-Transform SamplingKnown Operator=false2026.03 | 0.252 | 38.05 | — | — | — | |
| DPS2023.07 | 0.257 | 44.05 | — | — | — | |
| DPSKnown Operator=true2026.03 | 0.257 | 44.05 | — | — | — | |
| DSGVenue=ICML 20242026.06 | 0.259 | 75.85 | 27.45 | 0.751 | — | |
| DAPSIterations=1K2025.12 | 0.26 | 100.8 | — | — | — | |
| DSGDDIM sampling steps=1002026.06 | 0.261 | — | 27.02 | 0.758 | — | |
| LatentDAPSType=Latent2026.05 | 0.265 | 94.7 | 28.5 | 0.826 | — | |
| CLAMPSpace=Latent2026.05 | 0.272 | — | 28.269 | 0.801 | 35.011 | |
| TMPDNoise Level (σy)=0.052025.12 | 0.273 | 102 | — | — | — | |
| ADMMDiffDDIM sampling steps=1002026.06 | 0.278 | — | 26.01 | 0.734 | — | |
| SDEditKnown Operator=false2026.03 | 0.291 | 34.9 | — | — | — | |
| ΠGDM2025.12 | 0.293 | 114 | — | — | — | |
| ReSampleType=Latent2026.05 | 0.293 | 105.23 | 25.22 | 0.626 | — | |
| DPSDDIM sampling steps=1002026.06 | 0.302 | — | 24.28 | 0.68 | — | |
| DDRM2025.12 | 0.307 | 117.9 | — | — | — | |
| MPGDDDIM sampling steps=1002026.06 | 0.312 | — | 24.6 | 0.61 | — | |
| MPGDVenue=ICLR 20242026.06 | 0.328 | 95.12 | 24.07 | 0.576 | — | |
| ReSampleSpace=Latent2026.05 | 0.329 | — | 26.357 | 0.662 | 355.885 | |
| ΠGDMNoise Level (σy)=0.052025.12 | 0.33 | 139.4 | — | — | — | |
| DDRM2023.07 | 0.332 | 74.92 | — | — | — | |
| DDRMKnown Operator=true2026.03 | 0.332 | 74.92 | — | — | — | |
| MCG2023.07 | 0.34 | 101.2 | — | — | — | |
| MCGKnown Operator=true2026.03 | 0.34 | 101.2 | — | — | — | |
| LatentDAPSSpace=Latent2026.05 | 0.384 | — | 25.717 | 0.732 | 87.407 | |
| Score-SDE2023.07 | 0.403 | 109 | — | — | — | |
| ILVRKnown Operator=true2026.03 | 0.403 | 109 | — | — | — | |
| PnP-ADMM2023.07 | 0.441 | 90.42 | — | — | — | |
| PnP-ADMMKnown Operator=true2026.03 | 0.441 | 90.42 | — | — | — | |
| PSLDSpace=Latent2026.05 | 0.444 | — | 22.015 | 0.503 | 70.098 | |
| ADMM-TV2023.07 | 0.507 | 186.7 | — | — | — | |
| ADMM-TVKnown Operator=true2026.03 | 0.507 | 186.7 | — | — | — | |
| ADMM-TVGenerative model=Stable Diffusion v1.52023.07 | — | — | 22.37 | 0.801 | — | |
| DDRMGenerative model=Stable Diffusion v1.52023.07 | — | — | 23.36 | 0.767 | — | |
| DPSGenerative model=Stable Diffusion v1.52023.07 | — | — | 24.25 | 0.811 | — | |
| GML-DPSGenerative model=Stable Diffusion v1.52023.07 | — | — | 29.21 | 0.82 | — | |
| MCGGenerative model=Stable Diffusion v1.52023.07 | — | — | 6.72 | 0.051 | — | |
| PnP-ADMMGenerative model=Stable Diffusion v1.52023.07 | — | — | 24.93 | 0.812 | — | |
| PSLDGenerative model=Stable Diffusion v1.52023.07 | — | — | 30.1 | 0.843 | — | |
| Score-SDEGenerative model=Stable Diffusion v1.52023.07 | — | — | 7.12 | 0.109 | — |