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ResearchFormerly WizWand

Statistical Adversarial Detection on ImageNet-1K (test)

100Test PowerSAMMD
9597.5100102.5Jun 26, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SAMMDAttack=AA, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=AA, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=AA, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=AA, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=AA, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=AA, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=AA, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=AA, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=AA, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=AA, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=AA, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=AA, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=AA, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=AA, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=AA, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=AA, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=AA, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=AA, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=AA, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=AA, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=AA, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=AA, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=AA, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=AA, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=AA, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=AA, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=AA, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=AA, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=AA, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=AA, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=AA, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=BIM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=BIM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=BIM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=BIM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=BIM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=BIM, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=BIM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=BIM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=BIM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=BIM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=BIM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=BIM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=BIM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=BIM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=BIM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=BIM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=BIM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=BIM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=BIM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=BIM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=BIM, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=BIM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=BIM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=BIM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=BIM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=BIM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=BIM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=BIM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=CW, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=CW, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=CW, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=CW, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=CW, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=CW, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=CW, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=CW, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=CW, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=CW, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=CW, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=CW, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=CW, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=CW, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=CW, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=CW, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=CW, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=CW, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=CW, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=CW, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
VDAttack=CW, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=CW, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=CW, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=CW, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=CW, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=CW, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=CW, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=CW, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
USADAttack=CW, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=FGSM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=FGSM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=FGSM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=FGSM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=FGSM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=FGSM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
SAMMDAttack=FGSM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=FGSM, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=FGSM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=FGSM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=FGSM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100
PCDAttack=FGSM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06100