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ResearchFormerly WizWand

Adversarial Fine-grained Classification on Cars

67.7Clean AccuracyMTA
3.32420.03736.7553.463Apr 15, 2025Jun 23, 2025Aug 31, 2025Nov 9, 2025Jan 17, 2026Mar 27, 2026Jun 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MTABackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1267.718.5
R-TPTBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.126734.7
TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0666.30
EnsembleBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1265.726
CLIPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1265.50
CLIPBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0665.50
TTPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1265.437.4
SS-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0665.133.6
EnsembleBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0664.810.3
R-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0664.530.6
MTABackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1263.426.4
TAPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0663.24.4
R-TPTBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1263.128.4
DOCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.06622.2
TTCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0660.93.3
CLIPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1260.10
TTPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1259.829.8
MTABackbone=CLIP-ResNet50, Epsilon=1.02025.0458.717.8
TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0458.40
R-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0458.142.9
EnsembleBackbone=CLIP-ResNet50, Epsilon=1.02025.0457.136.2
C-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0456.60
CLIPBackbone=CLIP-ResNet50, Epsilon=1.02025.0455.70
TTCBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.12552.9
EnsembleBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1251.725.9
TTCBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1248.12.3
CLIPBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0610.21.1
TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.069.62
SS-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.066.43.1
R-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.066.12.9
EnsembleBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.065.82.7