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ResearchFormerly WizWand

Adversarial Sample Detection on CelebA

97.4AUCConcept-SAE
47.37660.36373.3586.337Sep 26, 2025
Updated 4mo ago

Evaluation results

MethodLinks
Concept-SAEModel=ViT2025.0997.4
Concept-SAEModel=ResNet-182025.0994
VLADModel=ViT2025.0990.1
VLADModel=ResNet-182025.0989.6
JPEGModel=ViT2025.0983.2
RandomModel=ViT2025.0980.7
RandomModel=ResNet-182025.0976.7
JPEGModel=ResNet-182025.0975.5
FSModel=ViT2025.0962.2
FSModel=ResNet-182025.0957
DenoiseModel=ResNet-182025.0951.5
DenoiseModel=ViT2025.0951.2
DeflectModel=ViT2025.0950.1
DeflectModel=ResNet-182025.0949.3