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ResearchFormerly WizWand

Image Classification on SUN397 (Top-1 Clean and Robust Accuracy)

69Top-1 Clean AccuracyDBD
33.32842.58951.8561.111May 25, 2026May 26, 2026May 28, 2026May 30, 2026May 31, 2026Jun 2, 2026Jun 4, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DBDBackbone=ViT-B/16, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.066997.4
CLIPBackbone=ViT-B/16, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0667.90
DBDBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0667.194.2
CLIPBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0665.70
R-TPTBackbone=ViT-B/16, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0665.746.5
CLBPShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0565.6155.53
R-TPTBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.066444.1
AdvVLPShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0563.929.7
DBDBackbone=ResNet50, Attack Protocol=PGD-10, Epsilon (ε)=1/255, Evaluation Setting=Zero-shot2026.0663.893.2
AdvMaPLeShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0563.5729.7
CLIPBackbone=ResNet50, Attack Protocol=PGD-10, Epsilon (ε)=1/255, Evaluation Setting=Zero-shot2026.0662.70
FAPShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0562.3730.27
R-TPTBackbone=ResNet50, Attack Protocol=PGD-10, Epsilon (ε)=1/255, Evaluation Setting=Zero-shot2026.0660.850.7
AdvVPShots=16, Training Epochs=10, Training Attack (PGD)=2-step (1/255), Evaluation Attack (PGD-100)=100-step (1/255)2026.0554.717.63
TTCBackbone=ViT-B/16, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0651.515.7
APTBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Few-shot2026.0646.610.5
TTCBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0646.325.7
TeCoABackbone=ResNet50, Attack Protocol=PGD-10, Epsilon (ε)=1/255, Evaluation Setting=Zero-shot2026.0638.619.7
TeCoABackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0634.76.5