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ResearchFormerly WizWand

Classification on DTD (Robustness Evaluation)

27.32Robust AccuracyTTC
1.39288.123914.85521.5861Mar 5, 2025May 1, 2025Jun 27, 2025Aug 24, 2025Oct 20, 2025Dec 16, 2025Feb 12, 2026
Updated 8mo ago

Evaluation results

MethodLinks
TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.0327.3236.9824.34—
TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.0323.941.33——
SAFT-LAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.0220.96——37.45
TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.0317.6125.16——
SAFT-LAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.0217.55——30.06
TGA-ZSRAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.0216.49——29.94
TGA-ZSRAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.0216.38——28.89
FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.0315.6432.07——
PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.0314.9521.76——
TeCoAAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.0213.09——23.64
TeCoAAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.0213.09——23.93
PMG-AFTAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.0211.65——26.69
HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.0311.6334.89——
PMG-AFTAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.0211.44——25.83
Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.035.6238.92——
RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.033.7137.96——
CLIPAttack=10-step PGD, epsilon=1/2552025.032.9840.64——
CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.032.3936.49——