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ResearchFormerly WizWand

Fine-grained classification on Pets (Adversarial Robustness)

88.3Clean AccuracyCLIP
58.76466.43274.181.768Apr 15, 2025Jun 23, 2025Aug 31, 2025Nov 9, 2025Jan 17, 2026Mar 27, 2026Jun 5, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CLIPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1288.30
TTPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1288.364.7
CLIPBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0688.30
MTABackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.128851.8
TAPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0687.314.5
R-TPTBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1287.260.2
EnsembleBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0686.428.9
MTABackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1286.353.6
EnsembleBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1286.251.2
SS-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0686.261.1
TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.06860
R-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0685.860.7
CLIPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1285.10
MTABackbone=CLIP-ResNet50, Epsilon=1.02025.0484.859.8
TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0484.70.1
TTPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1284.761
R-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0484.674.2
R-TPTBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1284.555.8
C-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0483.60
CLIPBackbone=CLIP-ResNet50, Epsilon=1.02025.0483.50
TTCBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1283.511.8
EnsembleBackbone=CLIP-ResNet50, Epsilon=1.02025.0482.369.9
TTCBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1282.310.4
TTCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0681.110.8
DOCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0675.710.2
EnsembleBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.127552.5
CLIPBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0666.918.5
TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0664.427
SS-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0660.638.9
R-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0660.437
EnsembleBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0659.937.9