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ResearchFormerly WizWand

Image Classification on DTD (Top-1 Clean and Robust Accuracy)

62.88Top-1 Clean AccuracyCLBP
27.852836.946446.0455.1336May 25, 2026May 29, 2026Jun 3, 2026Jun 8, 2026Jun 12, 2026Jun 17, 2026Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CLBPShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0562.8857.57—
AdvMaPLeShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0557.9332.17—
AdvVLPShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0557.5332.72—
FAPShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0555.1731.33—
R-TPTBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0654—38
MTABackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0653.4—27.2
T-VSSBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0653.4—41.7
CLIPBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0652.4—0
TTPBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0652.3—41.3
EnsembleBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0651.3—31.3
TTCBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.0649.7—6.2
MTABackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0646.5—16.2
R-TPTBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0646.4—32.8
T-VSSBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0645.9—37.4
CLIPBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0644.4—0
TTPBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0644.1—36
EnsembleBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0643.2—25.1
TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0642.4—4.3
C-TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0641.5—1.3
R-TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0641.3—33.5
TTCBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.0641—4.5
CLIPBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0640.4—0.8
MTABackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0640.3—18.8
TTPBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0640.1—25.9
T-VSSBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0638.9—35.5
EnsembleBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.0637.1—29.5
AdvVPShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0529.213.87—