Nonlinear Deblur on FFHQ 256x256
0.125LPIPSEquiCon-ReSample
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EquiCon-ReSampleResolution=256x256, Noise level (sigma_y)=0.012025.05 | 0.125 | 54.62 | 29.55 | 84.3 | |
| Equi-ReSampleResolution=256x256, Noise level (sigma_y)=0.012025.05 | 0.128 | 55.09 | 29.45 | 84 | |
| SOCS (SD-v1.5)Base Model=Stable Diffusion v1.5, Noise level (beta_y)=0.012026.06 | 0.139 | — | 29.83 | — | |
| LatentDAPS (SD-v1.5)Base Model=Stable Diffusion v1.5, Noise level (beta_y)=0.012026.06 | 0.142 | — | 30.21 | — | |
| RED-diff2026.06 | 0.146 | 63.22 | 29.16 | 78.3 | |
| DAPS2026.06 | 0.153 | 69.45 | 28.1 | 76.2 | |
| DAPS2025.02 | 0.155 | 49.38 | 28.29 | 78.3 | |
| SOCS-Nonlinear-γvariant=Nonlinear-gamma2026.06 | 0.157 | 68.2 | 28.42 | 78.6 | |
| RED-diff2025.02 | 0.16 | 43.84 | 30.86 | 79.5 | |
| SOCS-Nonlinearvariant=Nonlinear2026.06 | 0.169 | 73.36 | 28.29 | 76.9 | |
| DCDP2025.02 | 0.183 | 51.96 | 27.92 | 77.9 | |
| DCDP2026.06 | 0.186 | 58.41 | 27.44 | 77 | |
| ReSampleResolution=256x256, Noise level (sigma_y)=0.012025.05 | 0.188 | 56.06 | 29.54 | 84.2 | |
| DPS2026.06 | 0.226 | 90.69 | 23.05 | 63.7 | |
| NA-NHMCnoise_type=Gaussian, sigma_y=0.052026.04 | 0.249 | — | 27.66 | 79.2 | |
| DMPlugnoise_type=Gaussian, sigma_y=0.052026.04 | 0.266 | — | 27.15 | 78.4 | |
| DPS2025.02 | 0.278 | 91.31 | 23.39 | 62.3 | |
| DAPSnoise_type=Gaussian, sigma_y=0.052026.04 | 0.283 | — | 27 | 73.6 | |
| SOCS-Linearvariant=Linear2026.06 | 0.286 | 113.9 | 21.73 | 64.7 | |
| DiffPIRnoise_type=Gaussian, sigma_y=0.052026.04 | 0.289 | — | 26.12 | 74.3 | |
| DPSnoise_type=Gaussian, sigma_y=0.052026.04 | 0.3 | — | 23.26 | 67.2 | |
| Greedy (Euler)2025.02 | 0.327 | 79.06 | 24.767 | 55.1 | |
| SITCOMnoise_type=Gaussian, sigma_y=0.052026.04 | 0.328 | — | 24.97 | 56.9 | |
| Greedy (2-step Euler)2025.02 | 0.33 | 76.26 | 24.81 | 54.7 | |
| Greedy (midpoint)2025.02 | 0.332 | 76.73 | 25.09 | 55.8 | |
| ReSamplenoise_type=Gaussian, sigma_y=0.052026.04 | 0.432 | — | 24.57 | 63.7 | |
| RED-diffnoise_type=Gaussian, sigma_y=0.052026.04 | 0.68 | — | 18.12 | 21.7 |