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ResearchFormerly WizWand

Image Classification on Caltech 256 (Clean and Robust Accuracy)

90.5Clean AccuracyR-TPT
65.64472.09778.5585.003Jan 27, 2026Feb 9, 2026Feb 23, 2026Mar 9, 2026Mar 23, 2026Apr 6, 2026Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
R-TPTBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0190.585.4
TTEBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0189.971.3
CLIPBackbone=CLIP-L/14, Method category=Original2026.0188.33.7
Anti-AdvBackbone=CLIP-L/14, Method category=Test-Time Defense2026.018874.3
LPFBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0187.477.9
CSRBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0187.383.2
HDBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0186.239.5
FAREBackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.0183.982.8
CLIPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.0382.81—
CLIPYear=20212026.0482.01—
TTCBackbone=CLIP-L/14, Method category=Test-Time Defense2026.018244
OursModel Configuration=5 trees2026.0481.85—
OursModel Configuration=1 tree2026.0481.27—
AoSYear=20252026.0480.93—
R-TPTBackbone=CLIP-B/32, Category=Test-Time Defense2026.0180.863.5
CLIPBackbone=CLIP-B/32, Category=Original2026.0180.34.1
AGFTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.0380.26—
GLADIATORBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.0379.44—
Anti-AdvBackbone=CLIP-B/32, Category=Test-Time Defense2026.0179.2—
CSRBackbone=CLIP-B/32, Category=Test-Time Defense2026.0179.255
TeCoABackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.0179.278.7
FAREYear=20242026.0479.13—
HDBackbone=CLIP-B/32, Category=Test-Time Defense2026.0178.821.7
LPFBackbone=CLIP-B/32, Category=Test-Time Defense2026.0178.649.3
TTEBackbone=CLIP-B/32, Category=Test-Time Defense2026.0178.560
PMG-AFTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.0378.33—
TGA-ZSRBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.0377.45—
PMG-FTYear=20242026.0477.4—
TeCoABackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.0377.34—
TTCBackbone=CLIP-B/32, Category=Test-Time Defense2026.0177.349.2
FAREBackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.0175.672.8
TeCoAYear=20232026.0473.51—
TeCoABackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.0166.664.1
AGFTFine-tuned on=ImageNet2026.03—67.95
AoSZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04—63.98
CLIPMode=Zero-shot2026.03—11.69
CLIPZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04—14
FAREZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04—58.63
GLADIATORFine-tuned on=ImageNet2026.03—63.5
OursZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04—64.15
Ours (5 trees)Zero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/255, Number of trees=52026.04—65.41
PMG-AFTFine-tuned on=ImageNet2026.03—63.15
PMG-FTZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04—59.57
TeCoAFine-tuned on=ImageNet2026.03—61.23
TeCoAZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04—59.8
TGA-ZSRFine-tuned on=ImageNet2026.03—64.06