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ResearchFormerly WizWand

Zero-shot Classification on ImageNet (Robustness Metrics)

0.667Top-1 Clean AccuracyR-TPT
0.283240.382870.48250.58213Jan 27, 2026Feb 13, 2026Mar 3, 2026Mar 21, 2026Apr 8, 2026Apr 26, 2026May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
R-TPTDefense Category=Test-Time Defense, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.6670.51
TTEDefense Category=Test-Time Defense, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.6620.232
CLIPDefense Category=Original, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.6390
Full-precisionSetup=Vision, #Bits=32/32, Size=607.22026.050.634—
Full-precisionSetup=Vision & Text, #Bits=32/32, Size=607.22026.050.634—
RepQ-ViT + NBCSetup=Vision, #Bits=8/8, Size=359.52026.050.631—
RepQ-ViTSetup=Vision, #Bits=8/8, Size=345.32026.050.629—
CSRDefense Category=Test-Time Defense, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.6250.589
Anti-AdvDefense Category=Test-Time Defense, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.6150.239
RepQ-ViT + NBCSetup=Vision, #Bits=6/6, Size=336.82026.050.607—
HDDefense Category=Test-Time Defense, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.5970.041
RepQ-ViTSetup=Vision, #Bits=6/6, Size=323.52026.050.592—
LPFDefense Category=Test-Time Defense, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.5810.305
RepQ-ViT + NBCSetup=Vision & Text, #Bits=8/8, Size=252.62026.050.57—
TeCoADefense Category=Adversarial Fine-tuning, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.5630.536
FAREDefense Category=Adversarial Fine-tuning, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.480.467
RepQ-ViT + NBCSetup=Vision & Text, #Bits=6/6, Size=221.32026.050.443—
TTCDefense Category=Test-Time Defense, Evaluation Protocol=Zero-shot, Adversarial Attack=10-step PGD (l_inf = 1/255)2026.010.4090.278
RepQ-ViTSetup=Vision & Text, #Bits=8/8, Size=232.12026.050.387—
RepQ-ViTSetup=Vision & Text, #Bits=6/6, Size=200.82026.050.298—