Nonlinear Deblurring on ImageNet 256x256
27.06PSNRDAPS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DAPS2026.06 | 27.06 | 73.3 | 0.205 | 83.81 | |
| SOCS-Nonlinear-γvariant=Nonlinear-gamma2026.06 | 26.81 | 74 | 0.201 | 80.51 | |
| Robust-GDContamination fraction (ρ)=0.02, Gaussian noise level (σ)=0.052026.05 | 26.4 | 74.1 | 0.214 | 83.52 | |
| SOCS-Nonlinearvariant=Nonlinear2026.06 | 26.11 | 70.4 | 0.262 | 111.88 | |
| DCDP2026.06 | 26.07 | 62 | 0.216 | 53.71 | |
| RED-diff2026.06 | 25.08 | 58.4 | 0.244 | 55.75 | |
| NA-NHMCGaussian Noise (sigma_y)=0.05, Resolution=256 x 2562026.04 | 24.98 | 69.4 | 0.308 | — | |
| Robust-GDContamination fraction (ρ)=0.10, Gaussian noise level (σ)=0.052026.05 | 24.55 | 63.6 | 0.253 | 108.1 | |
| DAPSGaussian Noise (sigma_y)=0.05, Resolution=256 x 2562026.04 | 24.28 | 63.2 | 0.404 | — | |
| DiffPIRGaussian Noise (sigma_y)=0.05, Resolution=256 x 2562026.04 | 24.24 | 63.8 | 0.381 | — | |
| SITCOMGaussian Noise (sigma_y)=0.05, Resolution=256 x 2562026.04 | 24 | 55.6 | 0.355 | — | |
| Robust-CGContamination fraction (ρ)=0.10, Gaussian noise level (σ)=0.052026.05 | 23.67 | 63.2 | 0.404 | 191.3 | |
| Robust-CGContamination fraction (ρ)=0.02, Gaussian noise level (σ)=0.052026.05 | 23.66 | 63.4 | 0.411 | 201.28 | |
| NA-NHMCGaussian Noise sigma_y=0.202026.04 | 22.61 | 58.5 | 0.382 | — | |
| DMPlugGaussian Noise (sigma_y)=0.05, Resolution=256 x 2562026.04 | 22.3 | 57.6 | 0.421 | — | |
| DPS2026.06 | 21.98 | 55.1 | 0.443 | 207.94 | |
| DMPlugGaussian Noise sigma_y=0.202026.04 | 21.8 | 56.1 | 0.42 | — | |
| DiffPIRGaussian Noise sigma_y=0.202026.04 | 21.52 | 49.2 | 0.526 | — | |
| DPSContamination fraction (ρ)=0.02, Gaussian noise level (σ)=0.052026.05 | 21.01 | 49.3 | 0.439 | 191.88 | |
| SOCS-Linearvariant=Linear2026.06 | 20.7 | 56.4 | 0.479 | 193.74 | |
| DAPSContamination fraction (ρ)=0.02, Gaussian noise level (σ)=0.052026.05 | 20.22 | 45.7 | 0.53 | 202.2 | |
| DPSContamination fraction (ρ)=0.10, Gaussian noise level (σ)=0.052026.05 | 19.19 | 45.5 | 0.463 | 183.46 | |
| RED-diffContamination fraction (ρ)=0.02, Gaussian noise level (σ)=0.052026.05 | 18.53 | 28.9 | 0.727 | 305.67 | |
| RED-diffGaussian Noise (sigma_y)=0.05, Resolution=256 x 2562026.04 | 17.94 | 24.4 | 0.623 | — | |
| DAPSGaussian Noise sigma_y=0.202026.04 | 17.84 | 20.1 | 0.617 | — | |
| DPSGaussian Noise (sigma_y)=0.05, Resolution=256 x 2562026.04 | 17.6 | 42.7 | 0.482 | — | |
| DPSGaussian Noise sigma_y=0.202026.04 | 16.11 | 34 | 0.551 | — | |
| DAPSContamination fraction (ρ)=0.10, Gaussian noise level (σ)=0.052026.05 | 15.21 | 22.8 | 0.947 | 316.56 | |
| RED-diffContamination fraction (ρ)=0.10, Gaussian noise level (σ)=0.052026.05 | 14.95 | 16.6 | 0.998 | 336.14 | |
| SITCOMGaussian Noise sigma_y=0.202026.04 | 14.49 | 15.6 | 0.668 | — | |
| RED-diffGaussian Noise sigma_y=0.202026.04 | 12.47 | 7.1 | 0.759 | — |