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ResearchFormerly WizWand

Classification on FGVCAircraft

54.1Robust AccuracyATAC
-2.16412.44327.0541.657Mar 5, 2025Apr 28, 2025Jun 22, 2025Aug 16, 2025Oct 9, 2025Dec 3, 2025Jan 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ATACAttack Type=Carlini–Wagner, Attack Budget (epsilon)=4/2552025.1154.1——19.83
CSRBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0132.525.8——
FAREBackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.0122.221.3——
R-TPTBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0120.733.2——
ATACAttack Type=Carlini–Wagner, Attack Budget (epsilon)=1/2552025.1119.53——19.83
ATACAttack Type=AutoAttack, Attack Budget (epsilon)=4/2552025.1117.52——19.83
CSRBackbone=CLIP-B/32, Category=Test-Time Defense2026.0116.717.2——
TeCoABackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.0115.110.6——
ATACAttack Type=AutoAttack, Attack Budget (epsilon)=1/2552025.1115.06——19.83
TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.0313.771813.77—
R-TPTBackbone=CLIP-B/32, Category=Test-Time Defense2026.0113.619.7——
FAREBackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.0112.210.1——
TTCBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0112.123.4——
LPFBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0111.126.1——
Anti-AdvBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0110.726.5——
TTCBackbone=CLIP-B/32, Category=Test-Time Defense2026.019.211.4——
TeCoABackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.017.34.3——
TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.036.2320.19——
TTEBackbone=CLIP-L/14, Method category=Test-Time Defense2026.015.330.2——
TTEBackbone=CLIP-B/32, Category=Test-Time Defense2026.015.119.8——
TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.032.495.31——
PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.032.225.55——
LPFBackbone=CLIP-B/32, Category=Test-Time Defense2026.01216.7——
Anti-AdvBackbone=CLIP-B/32, Category=Test-Time Defense2026.01214.3——
HDBackbone=CLIP-L/14, Method category=Test-Time Defense2026.011.426.5——
FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.031.3510.86——
Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.031.2715.88——
HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.031.2616.36——
HDBackbone=CLIP-B/32, Category=Test-Time Defense2026.011.115.7——
No DefenseAttack Type=AutoAttack, Attack Budget (epsilon)=1/2552025.110.09——20.16
No DefenseAttack Type=AutoAttack, Attack Budget (epsilon)=4/2552025.110.09——20.16
CLIPAttack=10-step PGD, epsilon=1/2552025.03020.1——
CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03014.04——
RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03019.25——
CLIPBackbone=CLIP-B/32, Category=Original2026.01017.3——
CLIPBackbone=CLIP-L/14, Method category=Original2026.01029.4——
No DefenseAttack Type=Carlini–Wagner, Attack Budget (epsilon)=1/2552025.110——20.16
No DefenseAttack Type=Carlini–Wagner, Attack Budget (epsilon)=4/2552025.110——20.16
AGFTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03—16.49——
BiCLIPShots=16, Base Model=CLIP, Adaptation Method=Bilinear adaptation2026.03——20.6145.21
BiSigLIPShots=16, Base Model=SigLIP, Adaptation Method=Bilinear adaptation2026.03——3.4249.41
CLIPShots=0, Base Model=CLIP, Adaptation Method=Zero-Shot2026.03———24.6
CLIPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.03—19.25——
GLADIATORBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03—15.66——
PMG-AFTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03—13.97——
SigLIPShots=0, Base Model=SigLIP, Adaptation Method=Zero-Shot2026.03———45.99
TeCoABackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03—12.62——
TGA-ZSRBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03—9.98——