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ResearchFormerly WizWand

Image Classification on Caltech101 (Clean and Adversarial Top-1 Accuracy)

95.8Clean Top-1 AccMTA
83.00886.32989.6592.971Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MTABackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0695.883.1
R-TPTBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0695.788.2
CLIPBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0695.20.1
TTPBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0695.188.6
EnsembleBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0694.983.6
T-VSSBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0694.887.5
MTABackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0694.372.1
CLIPBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06940
R-TPTBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0693.782
TTPBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0693.582.3
T-VSSBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0693.481.5
EnsembleBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0691.974.7
TTCBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0688.77.7
TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0687.97
C-TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0687.73.7
TTCBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0687.68.4
MTABackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0687.365.9
R-TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0686.779.8
CLIPBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0685.92.6
TTPBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0685.973.7
T-VSSBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0684.478.1
EnsembleBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0683.574.8