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ResearchFormerly WizWand

Image Classification on ImageNet ID Clean Adv

82.85Top-1 AccuracyTPGM
-3.31419.055541.42563.7945Mar 28, 2026
Updated 7mo ago

Evaluation results

MethodLinks
TPGMBackbone=ViT-B/16, Perturbation=Clean2026.0382.85
FLYPBackbone=ViT-B/16, Perturbation=Clean2026.0382.6
WISE-FTBackbone=ViT-B/16, Perturbation=Clean2026.0382.5
SPDBackbone=ViT-B/16, Perturbation=Clean2026.0382.4
GRACEBackbone=ViT-B/16, Perturbation=Clean2026.0382.3
Vanilla FTBackbone=ViT-B/16, Perturbation=Clean2026.0381.3
PMG-AFTBackbone=ViT-B/16, Perturbation=Clean2026.0368.5
CLIPBackbone=ViT-B/16, Perturbation=Clean2026.0368.35
TeCoABackbone=ViT-B/16, Perturbation=Clean2026.0366.8
LAATBackbone=ViT-B/16, Perturbation=Clean2026.0364.2
FAREBackbone=ViT-B/16, Perturbation=Clean2026.0358.2
PMG-AFTBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.0333.6
GRACEBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.0332.4
TeCoABackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.0331.2
LAATBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.0327.8
FAREBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.0318.5
CLIPBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.030
Vanilla FTBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.030
WISE-FTBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.030
FLYPBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.030
TPGMBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.030
SPDBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.030