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ResearchFormerly WizWand

Image Classification on SUN397 (Adversarial Robustness - Clean/AutoAttack)

54.26AutoAttack RobustnessCLBP
-1.442413.018827.4841.9412Dec 15, 2025Jan 10, 2026Feb 6, 2026Mar 5, 2026Apr 1, 2026Apr 28, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CLBPmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.0554.2665.24
SCCmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.0548.9958.25
TTCmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.0539.4455.13
HPT-GPDBackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=14862026.0124.5658.79
PMG-AFTmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.0520.3937.98
FT-TeCoABackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=11122026.0119.2147.01
TeCoAmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.0518.3636.69
UCATFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/255, Evaluation protocol=Zero-shot2025.1218.2641.06
DKLFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/255, Evaluation protocol=Zero-shot2025.1217.3230.11
FAREmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.0515.7352.42
TRADESFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/255, Evaluation protocol=Zero-shot2025.1215.6926.64
ACATFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/255, Evaluation protocol=Zero-shot2025.1214.9930.06
PMGBackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=18172026.0111.1358.78
CLIPBackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=02026.0110.4957.79
Anti-advmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.058.8556
FT-StandardBackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=4062026.015.7146.61
CLIPmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.051.7558.5
CLIP-FTmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.051.4855.73
CLIPFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/255, Evaluation protocol=Zero-shot2025.120.757.26