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ResearchFormerly WizWand

Image Classification on ImageNet A-Plus

54.85Top-1 AccuracyCLIP
-2.19412.615527.42542.2345Mar 28, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CLIPBackbone=ViT-B/16, Perturbation=Clean2026.0354.85——
FLYPBackbone=ViT-B/16, Perturbation=Clean2026.0353.6——
TPGMBackbone=ViT-B/16, Perturbation=Clean2026.0353.2——
SPDBackbone=ViT-B/16, Perturbation=Clean2026.0352.8——
WISE-FTBackbone=ViT-B/16, Perturbation=Clean2026.0352.3——
Vanilla FTBackbone=ViT-B/16, Perturbation=Clean2026.0342.1——
GRACEBackbone=ViT-B/16, Perturbation=Clean2026.0336.8——
LAATBackbone=ViT-B/16, Perturbation=Clean2026.0322.4——
PMG-AFTBackbone=ViT-B/16, Perturbation=Clean2026.0318.5——
FAREBackbone=ViT-B/16, Perturbation=Clean2026.0315.6——
TeCoABackbone=ViT-B/16, Perturbation=Clean2026.0314.8——
GRACEBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.037.3——
LAATBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.034.8——
PMG-AFTBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.033.2——
TeCoABackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.032.1——
FAREBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.031.4——
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——
CLIPBackbone=ViT-B/322026.03—37.920
FAREBackbone=ViT-B/322026.03—10.380.68
FLYPBackbone=ViT-B/322026.03—37.890
GRACEBackbone=ViT-B/322026.03—25.334.86
LAATBackbone=ViT-B/322026.03—16.483.48
PMG-AFTBackbone=ViT-B/322026.03—13.071.94
SPDBackbone=ViT-B/322026.03—37.460
TeCoABackbone=ViT-B/322026.03—9.861.07
TPGMBackbone=ViT-B/322026.03—38.730
Vanilla FTBackbone=ViT-B/322026.03—29.120
WiSE-FTBackbone=ViT-B/322026.03—39.740