ResearchBenchmarksImage Classification on MNIST (test) (Adversarial Robustness: Clean, FGSM, PGD10)Image Classification on MNIST (test) (Adversarial Robustness: Clean, FGSM, PGD10)Follow99.3Accuracy (Clean)ERM97.94898.29998.6599.001Oct 29, 2021Evaluation resultsMethodMethodLinksAccuracy (Clean)Accuracy (FGSM)Accuracy (PGD10)ERMρ=-ρ=-2021.1099.314.31.46DALEρ=0.5ρ=0.52021.1099.396.694DALEρ=1.0ρ=1.02021.1099.197.794.5DALEρ=0.8ρ=0.82021.109996.994.3TRADESρ=-ρ=-2021.1098.996.594MARTρ=-ρ=-2021.1098.996.193.5FGSMρ=-ρ=-2021.1098.398.113PGDρ=-ρ=-2021.1098.195.593.1ALPρ=-ρ=-2021.1098.195.592.5CLPρ=-ρ=-2021.109895.492.2