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ResearchFormerly WizWand

Image Classification on ImageNet (val) (Clean and Robust Accuracy)

67.15Clean AccuracyDKL
14.983628.526842.0755.6132Apr 13, 2026
Updated 7mo ago

Evaluation results

MethodLinks
DKLBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.0467.1523.88
TgRABackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.0464.1333.88
TRADES-UBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.0464.0329.6
PGDBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.0463.1325.89
DKLBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.0460.6519.3
TgRABackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.0458.9327.66
TRADES-UBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.0458.2124.51
PGDBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.0456.5921.5
DKLBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.0456.5317.11
TRADESBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.0455.7627.87
TgRABackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.0453.7624.42
PGDBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.0453.2818.55
TRADESBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.0453.2721.89
MARTBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.0452.2128.81
TRADES-UBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.0447.6922.5
TRADESBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.0447.3218.44
MARTBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.0445.6423.96
MARTBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.0416.991.26