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ResearchFormerly WizWand

Deblurring on ImageNet 256

25.8PSNRRobust-GD
9.669613.857318.04522.2327Nov 23, 2025Dec 21, 2025Jan 18, 2026Feb 15, 2026Mar 15, 2026Apr 12, 2026May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Robust-GDrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0525.869.60.3115.26
Robust-GDrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0525.2766.90.33128.6
Robust-CGrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0524.9466.50.376152.85
Robust-CGrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0524.5763.80.401165.45
JAPS2025.1123.6467.70.213—
ΠGDM2025.1121.8759.80.345—
RED-diffrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0521.6645.90.565269.02
ΠGDMschedule=EDM, sigma_y=02025.1220.7452.30.562231.8
MAPGAN=20, K=50, sigma_y=02025.1220.7154.40.459194.9
DDRMschedule=EDM, sigma_y=02025.1220.5151.10.618233.4
VML-MAPN=20, K=50, sigma_y=1e-92025.1220.451.70.509200.4
DPSrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0520.34480.425180.41
DAPS-1Ksigma_y=1e-92025.1220.2246.60.605217.8
DAPS-4Ksigma_y=1e-92025.1220.1546.70.593227.9
DAPS2025.1119.9836.40.586—
VML-MAPpreN=20, K=50, sigma_y=1e-92025.1219.751.10.367165.2
DAPSrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0519.2744.70.544232.58
DPS2025.1119.1251.70.363—
DPSrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0518.643.70.455192.53
DiffPIRrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0517.13250.703286.64
RED-diffrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0516.71270.807347.46
DiffPIRrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0514.59180.781317.89
DCPSrho (contamination fraction)=0.02, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0514.2224.50.765265.7
DAPSrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0512.4522.60.823305.09
DCPSrho (contamination fraction)=0.10, sigma (Gaussian noise level)=0.05, Problem type=Linear IPs2026.0510.2911.20.953332.85