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ResearchFormerly WizWand

Fine-grained classification on Caltech101 (Adversarial Evaluation)

94.3Clean AccuracyMTA
71.9477.74583.5589.355Apr 15, 2025Jun 23, 2025Aug 31, 2025Nov 9, 2025Jan 17, 2026Mar 27, 2026Jun 5, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MTABackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1294.372.1
CLIPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.12940
R-TPTBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1293.782
TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0693.60
TTPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1293.582.3
CLIPBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0693.30
SS-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.069381.5
R-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0692.678.5
TTCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0692.49.9
DOCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0692.46.5
EnsembleBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0692.357.8
MTABackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.129276.3
EnsembleBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1291.974.7
TAPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0691.638.3
CLIPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1291.40.2
TTPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1290.981.8
R-TPTBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1290.676.4
EnsembleBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1288.274.9
TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0487.97
C-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0487.73.7
TTCBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1287.68.4
MTABackbone=CLIP-ResNet50, Epsilon=1.02025.0487.365.9
R-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0486.779.8
TTCBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1286.522.7
CLIPBackbone=CLIP-ResNet50, Epsilon=1.02025.0485.92.6
EnsembleBackbone=CLIP-ResNet50, Epsilon=1.02025.0483.574.8
CLIPBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0678.945.9
TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0678.951.7
R-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0673.955.9
SS-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0673.256
EnsembleBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0672.856