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ResearchFormerly WizWand

Image Classification on Flowers102 (Accuracy and Robustness Metrics)

84.92Robustness ScoreATAC
-3.396819.531642.4665.3884Nov 21, 2025
Updated 6mo ago

Evaluation results

MethodLinks
ATACAttack Type=Carlini–Wagner, Attack Budget (epsilon)=4/2552025.1184.9265.34
ATACAttack Type=AutoAttack, Attack Budget (epsilon)=4/2552025.1164.7965.34
ATACAttack Type=AutoAttack, Attack Budget (epsilon)=1/2552025.1164.1265.34
ATACmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1154.7465.34
R-TPTmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1152.0762.92
ATACAttack Type=Carlini–Wagner, Attack Budget (epsilon)=1/2552025.1148.7765.34
TTCmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1139.1464.16
TTEmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1135.8865.18
PMG-AFTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1123.4337
TeCoAmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1121.9436.8
FAREmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1117.1447.98
No DefenseAttack Type=Carlini–Wagner, Attack Budget (epsilon)=1/2552025.111.5165.56
CLIPattack=10-step PGD, epsilon=1/2552025.111.1465.46
CLIP-FTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.110.5453.37
No DefenseAttack Type=AutoAttack, Attack Budget (epsilon)=1/2552025.110.0265.56
No DefenseAttack Type=AutoAttack, Attack Budget (epsilon)=4/2552025.110.0265.56
No DefenseAttack Type=Carlini–Wagner, Attack Budget (epsilon)=4/2552025.11065.56