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ResearchFormerly WizWand

Anomaly Detection on WFDD

1Clean AUROCGLASS
0.649520.740510.83150.92249Jun 10, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GLASS2025.0610.06
GLAD2025.060.9910.125
GeneralAD2025.060.990.107
GLASSAttack=PGD-1000, epsilon=8/2552025.060.9890.076
SimpleNet2025.060.9880.051
GeneralADAttack=PGD-1000, epsilon=8/2552025.060.9870.135
RealNetAttack=PGD-1000, epsilon=8/2552025.060.9840.068
ReConPatchAttack=PGD-1000, epsilon=8/2552025.060.9830.049
PatchCoreAttack=PGD-1000, epsilon=8/2552025.060.9810.021
SimpleNetAttack=PGD-1000, epsilon=8/2552025.060.980.034
ReContrast2025.060.9760.033
GLADAttack=PGD-1000, epsilon=8/2552025.060.9760.113
ReContrastAttack=PGD-1000, epsilon=8/2552025.060.9730.051
MuScAttack=PGD-1000, epsilon=8/2552025.060.970.041
PatchCore2025.060.9630.039
DRAEMAttack=PGD-1000, epsilon=8/2552025.060.9580.039
PatchGuardAttack=PGD-1000, epsilon=8/2552025.060.9460.716
DRAEM2025.060.940.071
PatchGuard2025.060.8420.65
ZARNDadversarial_training=true2025.060.7610.163
RODEOadversarial_training=true2025.060.7120.078
PrincipaLSadversarial_training=true2025.060.6630.141