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ResearchFormerly WizWand

Fine-grained classification on Flower102 (Adversarial Evaluation)

76.5Clean AccuracyTTC
23.9837.61551.2564.885Apr 15, 2025Jun 23, 2025Aug 31, 2025Nov 9, 2025Jan 17, 2026Mar 27, 2026Jun 5, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TTCBackbone=ViT-L/14, Epsilon=4/2552026.0576.57.5
CLIPBackbone=ViT-L/14, Epsilon=4/2552026.0576.20
R-TPTBackbone=ViT-L/14, Epsilon=4/2552026.0576.255.6
MTABackbone=ViT-L/14, Epsilon=4/2552026.0576.144.2
TTPBackbone=ViT-L/14, Epsilon=4/2552026.0576.158.7
AGCBackbone=ViT-L/14, Epsilon=4/2552026.057696
EnsembleBackbone=ViT-L/14, Epsilon=4/2552026.057560
TTCBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.12697.4
R-TPTBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1268.744.6
CLIPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1267.40
MTABackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1267.427.9
CLIPBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0667.40
TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0667.40
TTPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1267.347.2
SS-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.066745.4
R-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0666.744.7
EnsembleBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1265.936.3
EnsembleBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0665.617.1
TTCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.06657.5
C-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0464.80
DOCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0664.69.7
MTABackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1264.436.5
TTCBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1264.33.2
CLIPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.12640
TTPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1263.642
TAPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0663.19.1
R-TPTBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1262.637.6
TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0462.10
CLIPBackbone=CLIP-ResNet50, Epsilon=1.02025.0461.70
MTABackbone=CLIP-ResNet50, Epsilon=1.02025.046131.5
R-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0460.651.9
EnsembleBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1258.136.1
EnsembleBackbone=CLIP-ResNet50, Epsilon=1.02025.045846.6
CLIPBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0630.810
TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0627.712.5
EnsembleBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0626.615.9
SS-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0626.316.2
R-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.062615.5