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ResearchFormerly WizWand

Image Classification on PCAM (Robust Accuracy)

48.88Robust AccuracyFT-Adv.
-1.944811.250124.44537.6399Mar 19, 2026Mar 24, 2026Mar 29, 2026Apr 4, 2026Apr 9, 2026Apr 14, 2026Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
FT-Adv.Protocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0348.88
FT-Adv.Zero-shot=true, Attack=APGD (epsilon=1/255)2026.0348.79
PMG-AFTProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0348.64
Comp-TGAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0348.56
PMG-AFTZero-shot=true, Attack=APGD (epsilon=1/255)2026.0348.49
Comp-TGAZero-shot=true, Attack=APGD (epsilon=1/255)2026.0348.35
Comp-TGAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0348.13
TeCoAZero-shot=true, Attack=APGD (epsilon=1/255)2026.0347.88
TGA-ZSRProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0347.76
TeCoAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0347.39
TeCoAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0347.39
TGA-ZSRZero-shot=true, Attack=APGD (epsilon=1/255)2026.0346.46
TGA-ZSRMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0345.35
FT-Adv.Mode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0342.84
GLADIATORFine-tuned on=ImageNet2026.0339.29
LAATMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0338.08
FT-Adv.Zero-shot=true2026.0338.06
PMG-AFTZero-shot=true2026.0337.88
Ours (5 trees)Zero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/255, Number of trees=52026.0437.82
LAATProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0337.47
LAATZero-shot=true, Attack=APGD (epsilon=1/255)2026.0337.46
OursZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0436.49
AoSZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0436.19
AGFTFine-tuned on=ImageNet2026.0333.89
TeCoAZero-shot=true2026.0333.2
TGA-ZSRFine-tuned on=ImageNet2026.0330.95
PMG-AFTMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0330.81
TeCoAZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0426.81
PMG-FTZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0426.1
LAATZero-shot=true2026.0323.39
FAREZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0422.51
Comp-TGAZero-shot=true2026.0320.21
PMG-AFTFine-tuned on=ImageNet2026.0318.99
TGA-ZSRZero-shot=true2026.0318.98
TeCoAFine-tuned on=ImageNet2026.0314.42
FAREProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.0310.17
FAREZero-shot=true2026.033.43
FAREZero-shot=true, Attack=APGD (epsilon=1/255)2026.033.43
FAREMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.033.1
FT-CleanProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.031.32
FT-CleanZero-shot=true2026.030.44
CLIPMode=Zero-shot2026.030.13
CLIPProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.030.11
CLIPZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.040.08
CLIPZero-shot=true, Attack=APGD (epsilon=1/255)2026.030.06
CLIPZero-shot=true2026.030.04
FT-CleanZero-shot=true, Attack=APGD (epsilon=1/255)2026.030.01