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ResearchFormerly WizWand

Image Classification on Country211 (Clean & Robust Accuracy)

26.2Clean AccuracyTTE
1.247.7214.220.68Nov 21, 2025Dec 23, 2025Jan 25, 2026Feb 27, 2026Mar 31, 2026May 3, 2026Jun 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TTEBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0126.22.3
R-TPTBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0124.213.4
CLIPBackbone=CLIP-L/14, Method category=Original2026.0123.70
CSRBackbone=CLIP-L/14, Method category=Test-Time Defense2026.012326.4
LPFBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0122.87.1
Anti-AdvBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0121.96
HDBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0121.10.8
ATACmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1116.5230.14
ATACDefense Category=Test-time Defense2025.1116.4565.55
TTEBackbone=CLIP-B/32, Category=Test-Time Defense2026.0116.31.2
CLIPBackbone=CLIP-B/32, Category=Original2026.0115.70
CSRBackbone=CLIP-B/32, Category=Test-Time Defense2026.0115.512.1
CLIPDefense Category=None2025.1115.250
CLIPattack=10-step PGD, epsilon=1/2552025.1115.250.04
CLIPBackbone=CLIP-ViT-B/322026.0615.250
RNBackbone=CLIP-ViT-B/322026.0614.80
TTEDefense Category=Test-time Defense2025.1114.660.24
TTEmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1114.663.05
TTEBackbone=CLIP-ViT-B/322026.0614.660.24
MACBackbone=CLIP-ViT-B/322026.0614.453.78
R-TPTBackbone=CLIP-B/32, Category=Test-Time Defense2026.0114.35
TTCBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0113.86.3
R-TPTDefense Category=Test-time Defense2025.1113.40.42
R-TPTmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1113.48.8
LPFBackbone=CLIP-B/32, Category=Test-Time Defense2026.0113.11.2
TTCmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1113.087.09
Anti-AdvBackbone=CLIP-B/32, Category=Test-Time Defense2026.0112.90.8
TTCBackbone=CLIP-B/32, Category=Test-Time Defense2026.0112.63.7
HDBackbone=CLIP-B/32, Category=Test-Time Defense2026.0112.10
CLIP-FTDefense Category=Adversarial Finetuning2025.1112.070
CLIP-FTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1112.070.03
CLIP-FTBackbone=CLIP-ViT-B/322026.0612.070
TTCDefense Category=Test-time Defense2025.1111.992.44
TTCBackbone=CLIP-ViT-B/322026.0611.992.44
HDBackbone=CLIP-ViT-B/322026.0611.720
Anti-advBackbone=CLIP-ViT-B/322026.0611.60
FAREmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.119.260.85
FAREBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=12026.069.260
FAREBackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.018.37.3
FAREDefense Category=Adversarial Finetuning2025.116.580.02
FAREBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=42026.066.580.02
TeCoABackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.015.24.7
TeCoAmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.114.751.78
TeCoABackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=12026.064.750.05
PMG-AFTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.114.642.12
PMG-AFTBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=12026.064.640.12
FAREBackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.014.14.4
TeCoADefense Category=Adversarial Finetuning2025.113.660.19
TeCoABackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=42026.063.660.19
PMG-AFTDefense Category=Adversarial Finetuning2025.113.340.24
PMG-AFTBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=42026.063.340.24
TeCoABackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.012.22.7