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ResearchFormerly WizWand

Image Classification on Caltech-256 (Robust Accuracy)

60.83Robust AccuracyComp-TGA
-2.100414.237330.57546.9127Mar 19, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Comp-TGAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0360.83
TGA-ZSRProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0360.06
Comp-TGAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0358.93
TGA-ZSRMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0357.37
TGA-ZSRZero-shot=true, Attack=APGD (epsilon=1/255)2026.0346.98
Comp-TGAZero-shot=true, Attack=APGD (epsilon=1/255)2026.0346.32
PMG-AFTProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0345.99
PMG-AFTZero-shot=true, Attack=APGD (epsilon=1/255)2026.0344.79
PMG-AFTMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0344.39
TeCoAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0341.88
TeCoAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0341.88
LAATZero-shot=true, Attack=APGD (epsilon=1/255)2026.0341.65
LAATProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0341.23
TeCoAZero-shot=true, Attack=APGD (epsilon=1/255)2026.0341.12
LAATMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0340.2
FT-Adv.Protocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0340.18
FT-Adv.Zero-shot=true, Attack=APGD (epsilon=1/255)2026.0340.16
FT-Adv.Mode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0338.35
FAREZero-shot=true, Attack=APGD (epsilon=1/255)2026.0336.64
Comp-TGAZero-shot=true2026.0335.08
FAREProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0334.35
FAREMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0334.02
TGA-ZSRZero-shot=true2026.0332.37
PMG-AFTZero-shot=true2026.0328.38
LAATZero-shot=true2026.0326.87
FT-Adv.Zero-shot=true2026.0324.14
TeCoAZero-shot=true2026.0323.92
FAREZero-shot=true2026.0316.95
CLIPProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0312.6
FT-CleanProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.039.69
CLIPZero-shot=true2026.039.18
FT-CleanZero-shot=true2026.037.96
FT-CleanZero-shot=true, Attack=APGD (epsilon=1/255)2026.031.49
CLIPZero-shot=true, Attack=APGD (epsilon=1/255)2026.030.32