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ResearchFormerly WizWand

Adversarial Sample Detection on ImageNet

0.948AUC ScoreConcept-SAE
0.456080.583790.71150.83921Sep 26, 2025
Updated 4mo ago

Evaluation results

MethodLinks
Concept-SAEModel=ViT2025.090.948
VLADModel=ViT2025.090.876
Concept-SAEModel=ResNet-182025.090.869
VLADModel=ResNet-182025.090.828
JPEGModel=ResNet-182025.090.733
JPEGModel=ViT2025.090.693
DenoiseModel=ResNet-182025.090.672
RandomModel=ResNet-182025.090.66
RandomModel=ViT2025.090.604
FSModel=ResNet-182025.090.533
DenoiseModel=ViT2025.090.532
DeflectModel=ViT2025.090.493
DeflectModel=ResNet-182025.090.493
FSModel=ViT2025.090.475