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ResearchFormerly WizWand

Image Classification on Tiny-ImageNet (Robust Accuracy)

69.22Robust AccuracyComp-TGA
-2.74815.93634.6253.304Mar 19, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Comp-TGAProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0369.22
Comp-TGAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0366.65
TGA-ZSRProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0363.95
TGA-ZSRMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0360.53
Comp-TGAZero-shot=true, Attack=APGD (epsilon=1/255)2026.0354.41
LAATZero-shot=true, Attack=APGD (epsilon=1/255)2026.0353.49
LAATProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0352.71
FT-Adv.Zero-shot=true, Attack=APGD (epsilon=1/255)2026.0352.46
TGA-ZSRZero-shot=true, Attack=APGD (epsilon=1/255)2026.0352.09
FT-Adv.Protocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0351.59
FT-Adv.Mode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0351
LAATMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0349.27
PMG-AFTProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0347.11
PMG-AFTZero-shot=true, Attack=APGD (epsilon=1/255)2026.0345.2
PMG-AFTMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0344.19
Comp-TGAZero-shot=true2026.0339.54
TeCoAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0337.57
TeCoAProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0337.57
TeCoAZero-shot=true, Attack=APGD (epsilon=1/255)2026.0336.71
LAATZero-shot=true2026.0333.52
TGA-ZSRZero-shot=true2026.0333.18
FT-Adv.Zero-shot=true2026.0329.33
FAREZero-shot=true, Attack=APGD (epsilon=1/255)2026.0328.59
PMG-AFTZero-shot=true2026.0325.3
FAREProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0323.88
FAREMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0322.64
TeCoAZero-shot=true2026.0318.17
FT-CleanProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0313.55
FT-CleanZero-shot=true2026.0312.44
FAREZero-shot=true2026.0312.41
CLIPProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.030.88
CLIPZero-shot=true2026.030.64
FT-CleanZero-shot=true, Attack=APGD (epsilon=1/255)2026.030.15
CLIPZero-shot=true, Attack=APGD (epsilon=1/255)2026.030.02