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ResearchFormerly WizWand

Image Classification on Caltech101 (Rob. and Acc. Metrics)

94.85AccuracyOurs
1.437225.688649.9474.1914Apr 22, 2025Jun 27, 2025Sep 1, 2025Nov 7, 2025Jan 12, 2026Mar 19, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
OursTest-time prompt tuning=True2026.0494.85—
MTASetting=Zero-shot, Backbone=ViT-B/16, Attack=PGD-100, Perturbation Budget (epsilon_a)=4/255, Patch Granularity=16x162026.0594.372.1
MaPLe + OursTest-time prompt tuning=True2026.0494.16—
TPTSetting=Zero-shot, Backbone=ViT-B/16, Attack=PGD-100, Perturbation Budget (epsilon_a)=4/255, Patch Granularity=16x162026.0594.10
CLIPSetting=Zero-shot, Backbone=ViT-B/16, Attack=PGD-100, Perturbation Budget (epsilon_a)=4/255, Patch Granularity=16x162026.05940
C-TPTSetting=Zero-shot, Backbone=ViT-B/16, Attack=PGD-100, Perturbation Budget (epsilon_a)=4/255, Patch Granularity=16x162026.0593.90
R-TPTSetting=Zero-shot, Backbone=ViT-B/16, Attack=PGD-100, Perturbation Budget (epsilon_a)=4/255, Patch Granularity=16x162026.0593.782
CLBPSetting=Zero-shot, Backbone=ViT-B/16, Attack=PGD-100, Perturbation Budget (epsilon_a)=4/255, Patch Granularity=16x162026.0593.586.1
R-TPTDefense Category=Test-time Defense2025.1186.6268.11
R-TPTmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1186.6279.32
TTCmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1186.5365.78
TTCDefense Category=Test-time Defense2025.1186.1536.66
TTEDefense Category=Test-time Defense2025.1185.8430.19
TTEmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1185.8467.56
CLIPDefense Category=None2025.1185.660.59
CLIPattack=10-step PGD, epsilon=1/2552025.1185.6614.67
ATACmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1185.1472.41
CLIP-FTDefense Category=Adversarial Finetuning2025.1183.634.81
CLIP-FTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1183.6314.21
ATACDefense Category=Test-time Defense2025.118286.76
FAREmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1180.9550.74
FAREDefense Category=Adversarial Finetuning2025.1176.5810.13
PMG-AFTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1175.4561.08
Ours (T*cn)Backbone=SwinT2025.0474.46—
Ours (T*csg)Backbone=SwinT2025.0472.77—
TeCoAmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1171.6855.51
Ours (T*)Backbone=SwinT2025.0470.66—
PMG-AFTDefense Category=Adversarial Finetuning2025.1169.0625.03
Insert LNBackbone=SwinT2025.0468.2—
TeCoADefense Category=Adversarial Finetuning2025.1164.4121
T = √MBackbone=SwinT2025.0461.29—
Ours (T*cn)Backbone=ViT B/162025.0455.34—
Ours (T*csg)Backbone=ViT B/162025.0454.3—
Ours (T*)Backbone=ViT B/162025.0454.15—
T = 1Backbone=SwinT2025.0454.07—
T = 1Backbone=ViT B/162025.0450.38—
Insert LNBackbone=ViT B/162025.0449.92—
T = √MBackbone=ViT B/162025.0447.54—
Ours (T*csgcn)Backbone=SwinT2025.0440.51—
Ours (T*csgcn)Backbone=ViT B/162025.045.03—