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ResearchFormerly WizWand

Image Classification on DTD (Robustness and Accuracy Scores)

47.93Robustness ScoreATAC
0.568412.864225.1637.4558Nov 21, 2025
Updated 7mo ago

Evaluation results

MethodLinks
ATACmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1147.9339.15
R-TPTmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1134.142.66
TTCmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1127.3236.98
TTEmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1123.941.33
TeCoAmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1117.6125.16
FAREmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1115.6432.07
PMG-AFTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1114.9521.76
CLIPattack=10-step PGD, epsilon=1/2552025.112.9840.64
CLIP-FTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.112.3936.49