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ResearchFormerly WizWand

Image Classification on TinyImageNet (Certified Accuracy Metrics)

36.2Clean Accuracyl2
27.77629.96332.1534.337Oct 3, 2024
Updated 6mo ago

Evaluation results

MethodLinks
l2Perturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.1036.22.930.623.52.9
CURE-RandomPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.1030.525.928.223.523.5
CURE-JointPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.1030.22025.918.818.8
CURE-ScratchPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.1029.723.526.522.422.4
CURE-MaxPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.1029.621.823.518.218.2
l_infinityPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.1028.319.419.412.912.9
CURE-FinetunePerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.1028.121.221.818.216.6