Deblurring on ImageNet 256
25.8PSNRRobust-GD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Robust-GDrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 25.8 | 69.6 | 0.3 | 115.26 | |
| Robust-GDrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 25.27 | 66.9 | 0.33 | 128.6 | |
| Robust-CGrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 24.94 | 66.5 | 0.376 | 152.85 | |
| Robust-CGrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 24.57 | 63.8 | 0.401 | 165.45 | |
| JAPS2025.11 | 23.64 | 67.7 | 0.213 | — | |
| ΠGDM2025.11 | 21.87 | 59.8 | 0.345 | — | |
| RED-diffrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 21.66 | 45.9 | 0.565 | 269.02 | |
| ΠGDMschedule=EDM, sigma_y=02025.12 | 20.74 | 52.3 | 0.562 | 231.8 | |
| MAPGAN=20, K=50, sigma_y=02025.12 | 20.71 | 54.4 | 0.459 | 194.9 | |
| DDRMschedule=EDM, sigma_y=02025.12 | 20.51 | 51.1 | 0.618 | 233.4 | |
| VML-MAPN=20, K=50, sigma_y=1e-92025.12 | 20.4 | 51.7 | 0.509 | 200.4 | |
| DPSrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 20.34 | 48 | 0.425 | 180.41 | |
| DAPS-1Ksigma_y=1e-92025.12 | 20.22 | 46.6 | 0.605 | 217.8 | |
| DAPS-4Ksigma_y=1e-92025.12 | 20.15 | 46.7 | 0.593 | 227.9 | |
| DAPS2025.11 | 19.98 | 36.4 | 0.586 | — | |
| VML-MAPpreN=20, K=50, sigma_y=1e-92025.12 | 19.7 | 51.1 | 0.367 | 165.2 | |
| DAPSrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 19.27 | 44.7 | 0.544 | 232.58 | |
| DPS2025.11 | 19.12 | 51.7 | 0.363 | — | |
| DPSrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 18.6 | 43.7 | 0.455 | 192.53 | |
| DiffPIRrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 17.13 | 25 | 0.703 | 286.64 | |
| RED-diffrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 16.71 | 27 | 0.807 | 347.46 | |
| DiffPIRrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 14.59 | 18 | 0.781 | 317.89 | |
| DCPSrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 14.22 | 24.5 | 0.765 | 265.7 | |
| DAPSrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 12.45 | 22.6 | 0.823 | 305.09 | |
| DCPSrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.05 | 10.29 | 11.2 | 0.953 | 332.85 |