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ResearchFormerly WizWand

Image Classification on CIFAR100 (Clean and Robust Accuracy)

64.24Robust AccuracyATAC
-2.299214.975432.2549.5246Nov 21, 2025Dec 12, 2025Jan 3, 2026Jan 25, 2026Feb 15, 2026Mar 9, 2026Mar 31, 2026
Updated 7mo ago

Evaluation results

MethodLinks
ATACmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1164.2453.64
AGFTFine-tuned on=ImageNet2026.0345.55—
R-TPTmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1143.8552.69
GLADIATORFine-tuned on=ImageNet2026.0340.82—
PMG-AFTFine-tuned on=ImageNet2026.0339.41—
TGA-ZSRFine-tuned on=ImageNet2026.0336.79—
TeCoABackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.0134.934.8
TeCoAFine-tuned on=ImageNet2026.0334.47—
CSRBackbone=CLIP-B/32, Category=Test-Time Defense2026.0129.857.2
FAREBackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.0128.628.8
PMG-AFTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1122.5240.32
Anti-AdvBackbone=CLIP-B/32, Category=Test-Time Defense2026.0120.953.5
TTEmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1120.0658.61
TTCBackbone=CLIP-B/32, Category=Test-Time Defense2026.0119.158.8
TeCoAmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1118.9535.96
TTEBackbone=CLIP-B/32, Category=Test-Time Defense2026.0115.558.8
R-TPTBackbone=CLIP-B/32, Category=Test-Time Defense2026.0114.741
TTCmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1114.3156.34
FAREmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1111.446.67
LPFBackbone=CLIP-B/32, Category=Test-Time Defense2026.0110.356
CLIPMode=Zero-shot2026.034.69—
HDBackbone=CLIP-B/32, Category=Test-Time Defense2026.014.261.6
CLIP-FTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.110.959.51
CLIPBackbone=CLIP-B/32, Category=Original2026.010.357.2
CLIPattack=10-step PGD, epsilon=1/2552025.110.2657.14