List your company
ResearchFormerly WizWand

Image Classification on DTD (Robust Accuracy (%))

76.06Robust AccuracyATAC
-2.605617.817238.2458.6628Nov 21, 2025Dec 16, 2025Jan 10, 2026Feb 4, 2026Mar 1, 2026Mar 26, 2026Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ATACAttack Strategy=PGD, Epsilon=4/2552025.1176.06
Ours (5 trees)Zero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/255, Number of trees=52026.0426.78
PMG-AFTFine-tuned on=ImageNet2026.0326.7
AoSZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0425.86
OursZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0425.41
GLADIATORFine-tuned on=ImageNet2026.0324.75
AGFTFine-tuned on=ImageNet2026.0324.14
FAREZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0424.05
TeCoAFine-tuned on=ImageNet2026.0323.56
PMG-FTZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0423.14
TeCoAZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0422.71
TGA-ZSRFine-tuned on=ImageNet2026.0322.07
ATACAttack Strategy=Avoid, Epsilon=4/255, Running time (s)=0.6502025.1115.42
TTCAttack Strategy=PGD, Epsilon=4/2552025.1111.4
ATACAttack Strategy=Lure, Epsilon=4/255, Running time (s)=0.6472025.113.33
CLIPZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.043.03
CLIPMode=Zero-shot2026.032.55
TTCAttack Strategy=Avoid, Epsilon=4/255, Running time (s)=0.1142025.110.83
TTCAttack Strategy=Lure, Epsilon=4/255, Running time (s)=0.1362025.110.42