Gaussian Deblurring on ImageNet 256 x 256 (val)
0.266LPIPSTrust Sampling
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Trust Sampling2024.11 | 0.266 | 69.49 | — | — | |
| SITCOMGaussian Noise Level (sigma_y)=0.052026.04 | 0.311 | — | 25.63 | 71.2 | |
| DPSType=Pixel2026.05 | 0.325 | 173.38 | 22.62 | 57.1 | |
| NA-NHMCGaussian Noise Level (sigma_y)=0.052026.04 | 0.327 | — | 25.76 | 69.9 | |
| AdaPSType=Pixel2026.05 | 0.33 | 152.77 | 24.21 | 65.1 | |
| ΠGDMType=Pixel2026.05 | 0.373 | 169.26 | 23.78 | 63.2 | |
| MGPSType=Pixel2026.05 | 0.377 | 140.03 | 24.96 | 67.3 | |
| DiffPIRGaussian Noise Level (sigma_y)=0.052026.04 | 0.378 | — | 25.24 | 67.8 | |
| DAPSType=Pixel2026.05 | 0.389 | 121.27 | 25.36 | 67.9 | |
| SubDAPS++Type=Dynamic2026.05 | 0.393 | 121.6 | 25.59 | 70.4 | |
| DPSGaussian Noise Level (sigma_y)=0.052026.04 | 0.401 | — | 22.55 | 55.5 | |
| DPS+DSG2024.11 | 0.406 | 145.64 | — | — | |
| SubDPSType=Dynamic2026.05 | 0.407 | 194.3 | 23.12 | 58.6 | |
| SubDAPSType=Dynamic2026.05 | 0.422 | 129.35 | 24.41 | 65 | |
| DAPSGaussian Noise Level (sigma_y)=0.052026.04 | 0.423 | — | 24.52 | 55.8 | |
| LGD-MCn=102024.11 | 0.424 | 142.33 | — | — | |
| ReSampleType=Latent2026.05 | 0.431 | 183.59 | 22.09 | 45.5 | |
| DMPlugGaussian Noise Level (sigma_y)=0.052026.04 | 0.433 | — | 23.55 | 60.5 | |
| DPS2024.11 | 0.442 | 152.57 | — | — | |
| LGD-MCn=1002024.11 | 0.444 | 152.53 | — | — | |
| LatentDAPSType=Latent2026.05 | 0.469 | 161.2 | 25.13 | 68.5 | |
| RED-diffType=Pixel2026.05 | 0.498 | 152.17 | 24.91 | 67.9 | |
| DiffPIRType=Pixel2026.05 | 0.515 | 169.36 | 24.59 | 61.9 | |
| RED-diffGaussian Noise Level (sigma_y)=0.052026.04 | 0.688 | — | 13.99 | 17 | |
| EquiCon-PSLDResolution=256 x 256, Noise level (sigma_y)=0.05, Model Type=Latent Diffusion2025.05 | — | 214.5 | 22.01 | — | |
| PSLDResolution=256 x 256, Noise level (sigma_y)=0.05, Model Type=Latent Diffusion2025.05 | — | 263.9 | 20.7 | — |