4x Super-resolution on FFHQ 256x256 (val)
0.1LPIPSDAPS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DAPSIterations=4K2025.12 | 0.1 | 58.29 | — | — | — | |
| VML-MAPPreconditioned=false2025.12 | 0.1 | 57.55 | — | — | — | |
| VML-MAPprePreconditioned=true2025.12 | 0.1 | 52.2 | — | — | — | |
| VML-MAPτ_preNoise Level (σy)=0.05, Preconditioned=true2025.12 | 0.112 | 61.54 | — | — | — | |
| DAPSIterations=1K2025.12 | 0.113 | 60.89 | — | — | — | |
| VML-MAPτNoise Level (σy)=0.05, Preconditioned=false2025.12 | 0.12 | 64.85 | — | — | — | |
| TMPDNoise Level (σy)=0.052025.12 | 0.123 | 62.13 | — | — | — | |
| DAPS-4KNoise Level (σy)=0.052025.12 | 0.131 | 66.24 | — | — | — | |
| MAPGA2025.12 | 0.132 | 63.82 | — | — | — | |
| ΠGDM2025.12 | 0.147 | 68.38 | — | — | — | |
| DDRM2025.12 | 0.154 | 70.07 | — | — | — | |
| PSLDbackbone=Stable Diffusion v-1.52023.07 | 0.201 | 31.28 | — | — | — | |
| ΠGDMNoise Level (σy)=0.052025.12 | 0.21 | 120.1 | — | — | — | |
| DPS2023.07 | 0.214 | 39.35 | — | — | — | |
| DiffRGDVenue=ECCV 20262026.06 | 0.22 | 63.94 | 27.77 | 78.3 | — | |
| DiffRGDDDIM sampling steps=1002026.06 | 0.231 | — | 28.35 | 80.6 | — | |
| CLAMPSpace=Latent2026.05 | 0.233 | — | 28.933 | 82.9 | 34.255 | |
| DSGVenue=ICML 20242026.06 | 0.256 | 74.67 | 26.71 | 73.7 | — | |
| DPSVenue=ICLR 20232026.06 | 0.26 | 80.05 | 26.03 | 72.7 | — | |
| LatentDAPSSpace=Latent2026.05 | 0.272 | — | 29.204 | 82.5 | 84.46 | |
| DSGDDIM sampling steps=1002026.06 | 0.285 | — | 27.36 | 75.3 | — | |
| DDRM2023.07 | 0.294 | 62.15 | — | — | — | |
| ADMMDiffVenue=CVPR 20252026.06 | 0.297 | 96.69 | 26.48 | 71.2 | — | |
| ADMMDiffDDIM sampling steps=1002026.06 | 0.314 | — | 25.12 | 70.9 | — | |
| DPSDDIM sampling steps=1002026.06 | 0.345 | — | 22.46 | 64.3 | — | |
| MPGDDDIM sampling steps=1002026.06 | 0.345 | — | 24.23 | 61.8 | — | |
| PnP-ADMM2023.07 | 0.353 | 66.52 | — | — | — | |
| MPGDVenue=ICLR 20242026.06 | 0.354 | 101.5 | 24.4 | 61.4 | — | |
| PSLDSpace=Latent2026.05 | 0.377 | — | 24.627 | 62.8 | 69.29 | |
| ADMM-TV2023.07 | 0.428 | 110.6 | — | — | — | |
| ReSampleSpace=Latent2026.05 | 0.507 | — | 23.317 | 45.6 | 300.061 | |
| MCG2023.07 | 0.52 | 87.64 | — | — | — | |
| Score-SDE2023.07 | 0.563 | 96.72 | — | — | — | |
| ADMM-TVScale=4x, Generative model=Stable Diffusion v1.52023.07 | — | — | 23.86 | 80.3 | — | |
| DDRMScale=4x, Generative model=Stable Diffusion v1.52023.07 | — | — | 25.36 | 83.5 | — | |
| DPSScale=4x, Generative model=Stable Diffusion v1.52023.07 | — | — | 25.67 | 85.2 | — | |
| GML-DPSScale=4x, Generative model=Stable Diffusion v1.52023.07 | — | — | 29.77 | 86 | — | |
| MCGScale=4x, Generative model=Stable Diffusion v1.52023.07 | — | — | 20.05 | 55.9 | — | |
| PnP-ADMMScale=4x, Generative model=Stable Diffusion v1.52023.07 | — | — | 26.55 | 86.5 | — | |
| PSLDScale=4x, Generative model=Stable Diffusion v1.52023.07 | — | — | 30.73 | 86.7 | — | |
| Score-SDEScale=4x, Generative model=Stable Diffusion v1.52023.07 | — | — | 17.62 | 61.7 | — |