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ResearchFormerly WizWand

Adversarial Attack on Mini-ImageNet

84.4Attack Success RateSDM
44.068854.539465.0175.4806May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SDMTarget Model=WideResNet-28-10, Defense=VAT, Norm Constraint=l-infinity2026.0584.4
SDMTarget Model=ResNet-34, Defense=VAT, Norm Constraint=l-infinity2026.0583.03
C&WTarget Model=WideResNet-28-10, Defense=VAT, Norm Constraint=l-infinity2026.0581.74
APGDTarget Model=WideResNet-28-10, Defense=VAT, Norm Constraint=l-infinity2026.0581.52
SDMTarget Model=ResNet-34, Defense=MART, Norm Constraint=l-infinity2026.0581.46
SDMTarget Architecture=WideResNet-28-10, Target Defense Method=VAT, Norm Constraint=l2-norm2026.0581.06
PGDTarget Model=WideResNet-28-10, Defense=VAT, Norm Constraint=l-infinity2026.0580.8
C&WTarget Model=ResNet-34, Defense=VAT, Norm Constraint=l-infinity2026.0580.47
SDMTarget Architecture=ResNet-34, Target Defense Method=VAT, Norm Constraint=l2-norm2026.0580.24
SDMTarget Model=WideResNet-28-10, Defense=MART, Norm Constraint=l-infinity2026.0579.97
APGDTarget Model=ResNet-34, Defense=VAT, Norm Constraint=l-infinity2026.0579.15
SDMTarget Model=ResNet-34, Defense=HAT, Norm Constraint=l-infinity2026.0579.05
SDMTarget Architecture=WideResNet-28-10, Target Defense Method=MART, Norm Constraint=l2-norm2026.0579.03
C&WTarget Model=ResNet-34, Defense=MART, Norm Constraint=l-infinity2026.0578.96
C&WTarget Model=WideResNet-28-10, Defense=MART, Norm Constraint=l-infinity2026.0578.88
PGDTarget Model=ResNet-34, Defense=VAT, Norm Constraint=l-infinity2026.0578.34
APGDTarget Architecture=WideResNet-28-10, Target Defense Method=VAT, Norm Constraint=l2-norm2026.0578.26
APGDTarget Model=ResNet-34, Defense=MART, Norm Constraint=l-infinity2026.0577.57
PGDTarget Architecture=WideResNet-28-10, Target Defense Method=VAT, Norm Constraint=l2-norm2026.0577.52
SDMTarget Model=ResNet-34, Defense=LOAT, Norm Constraint=l-infinity2026.0577.32
SDMTarget Architecture=ResNet-34, Target Defense Method=MART, Norm Constraint=l2-norm2026.0577.14
C&WTarget Model=ResNet-34, Defense=HAT, Norm Constraint=l-infinity2026.0576.8
SDMTarget Model=WideResNet-28-10, Defense=HAT, Norm Constraint=l-infinity2026.0576.69
APGDTarget Architecture=ResNet-34, Target Defense Method=VAT, Norm Constraint=l2-norm2026.0576.52
SDMTarget Architecture=WideResNet-28-10, Target Defense Method=HAT, Norm Constraint=l2-norm2026.0576.2
PGDTarget Model=ResNet-34, Defense=MART, Norm Constraint=l-infinity2026.0575.97
PGDTarget Architecture=ResNet-34, Target Defense Method=VAT, Norm Constraint=l2-norm2026.0575.51
SDMTarget Model=WideResNet-28-10, Defense=LOAT, Norm Constraint=l-infinity2026.0575.44
C&WTarget Model=WideResNet-28-10, Defense=HAT, Norm Constraint=l-infinity2026.0574.82
SDMTarget Architecture=WideResNet-28-10, Target Defense Method=LOAT, Norm Constraint=l2-norm2026.0574.59
C&WTarget Model=ResNet-34, Defense=LOAT, Norm Constraint=l-infinity2026.0574.42
SDMTarget Architecture=ResNet-34, Target Defense Method=HAT, Norm Constraint=l2-norm2026.0574.24
APGDTarget Model=ResNet-34, Defense=HAT, Norm Constraint=l-infinity2026.0574.2
APGDTarget Model=WideResNet-28-10, Defense=MART, Norm Constraint=l-infinity2026.0573.89
APGDTarget Architecture=WideResNet-28-10, Target Defense Method=MART, Norm Constraint=l2-norm2026.0573.75
PGDTarget Model=WideResNet-28-10, Defense=MART, Norm Constraint=l-infinity2026.0573.52
PGDTarget Model=ResNet-34, Defense=HAT, Norm Constraint=l-infinity2026.0573.49
C&WTarget Model=WideResNet-28-10, Defense=LOAT, Norm Constraint=l-infinity2026.0573.03
PGDTarget Architecture=WideResNet-28-10, Target Defense Method=MART, Norm Constraint=l2-norm2026.0572.96
APGDTarget Model=ResNet-34, Defense=LOAT, Norm Constraint=l-infinity2026.0571.85
APGDTarget Model=WideResNet-28-10, Defense=HAT, Norm Constraint=l-infinity2026.0571.82
APGDTarget Model=WideResNet-28-10, Defense=LOAT, Norm Constraint=l-infinity2026.0571.69
SDMTarget Architecture=ResNet-34, Target Defense Method=LOAT, Norm Constraint=l2-norm2026.0571.47
PGDTarget Model=ResNet-34, Defense=LOAT, Norm Constraint=l-infinity2026.0571.14
PGDTarget Model=WideResNet-28-10, Defense=HAT, Norm Constraint=l-infinity2026.0571.1
PGDTarget Model=WideResNet-28-10, Defense=LOAT, Norm Constraint=l-infinity2026.0570.95
APGDTarget Architecture=WideResNet-28-10, Target Defense Method=HAT, Norm Constraint=l2-norm2026.0570.65
PGDTarget Architecture=WideResNet-28-10, Target Defense Method=HAT, Norm Constraint=l2-norm2026.0569.93
APGDTarget Architecture=ResNet-34, Target Defense Method=MART, Norm Constraint=l2-norm2026.0568.71
PGDTarget Architecture=ResNet-34, Target Defense Method=MART, Norm Constraint=l2-norm2026.0567.96
APGDTarget Architecture=WideResNet-28-10, Target Defense Method=LOAT, Norm Constraint=l2-norm2026.0567.93
PGDTarget Architecture=WideResNet-28-10, Target Defense Method=LOAT, Norm Constraint=l2-norm2026.0567.35
APGDTarget Architecture=ResNet-34, Target Defense Method=HAT, Norm Constraint=l2-norm2026.0565.93
PGDTarget Architecture=ResNet-34, Target Defense Method=HAT, Norm Constraint=l2-norm2026.0565.25
C&WTarget Architecture=WideResNet-28-10, Target Defense Method=VAT, Norm Constraint=l2-norm2026.0565.13
APGDTarget Architecture=ResNet-34, Target Defense Method=LOAT, Norm Constraint=l2-norm2026.0563.83
PGDTarget Architecture=ResNet-34, Target Defense Method=LOAT, Norm Constraint=l2-norm2026.0563.25
C&WTarget Architecture=WideResNet-28-10, Target Defense Method=MART, Norm Constraint=l2-norm2026.0558.96
C&WTarget Architecture=WideResNet-28-10, Target Defense Method=HAT, Norm Constraint=l2-norm2026.0556.35
C&WTarget Architecture=WideResNet-28-10, Target Defense Method=LOAT, Norm Constraint=l2-norm2026.0554.83
C&WTarget Architecture=ResNet-34, Target Defense Method=VAT, Norm Constraint=l2-norm2026.0553.22
C&WTarget Architecture=ResNet-34, Target Defense Method=MART, Norm Constraint=l2-norm2026.0548.55
C&WTarget Architecture=ResNet-34, Target Defense Method=HAT, Norm Constraint=l2-norm2026.0546.81
C&WTarget Architecture=ResNet-34, Target Defense Method=LOAT, Norm Constraint=l2-norm2026.0545.62