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Super-Resolution (x4) on ImageNet 256x256 (val)

55.24FIDTrust Sampling
48.477694.1238139.77185.4162Nov 17, 2024Jan 20, 2025Mar 26, 2025May 30, 2025Aug 3, 2025Oct 7, 2025Dec 11, 2025

Evaluation results

MethodLinks
Trust Sampling2024.1155.240.236—
VML-MAPprePreconditioned=true2025.1258.60.196—
VML-MAPPreconditioned=false2025.1260.080.194—
VML-MAPτ_preNoise Level (σy)=0.05, Preconditioned=true2025.1267.40.21—
VML-MAPτNoise Level (σy)=0.05, Preconditioned=false2025.1269.190.21—
DAPSIterations=4K2025.1269.710.244—
DAPSIterations=1K2025.1271.60.254—
MAPGA2025.1276.120.273—
ΠGDM2025.1283.880.292—
DDRM2025.1289.40.289—
DAPS-4KNoise Level (σy)=0.052025.12103.30.343—
LGD-MCn=1002024.111080.349—
TMPDNoise Level (σy)=0.052025.12108.90.345—
LGD-MCn=102024.11110.360.353—
DPS2024.11111.530.353—
DPS+DSG2024.11148.530.438—
ΠGDMNoise Level (σy)=0.052025.12149.30.369—
EquiCon-PSLDResolution=256 x 256, Noise level (sigma_y)=0.05, Model Type=Latent Diffusion2025.05198.5—22.34
PSLDResolution=256 x 256, Noise level (sigma_y)=0.05, Model Type=Latent Diffusion2025.05224.3—22.29