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ResearchFormerly WizWand

Image Classification on STL10 (Acc., Rob.)

90.59RobustnessR-TPT
-3.561220.881945.32569.7681Nov 21, 2025Dec 24, 2025Jan 27, 2026Mar 1, 2026Apr 4, 2026May 7, 2026Jun 10, 2026
Updated 4mo ago

Evaluation results

MethodLinks
R-TPTmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1190.5996.09
ATACmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1190.4195.71
TAMerging Method=BadMerging, Task Order=Task Order 32026.0689.4395.33
SAUMerging Method=BadMerging, Task Order=Task Order 32026.0685.5393.55
TTEmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1178.4896.26
TTCmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.1176.795.85
MACBackbone=CLIP-ViT-B/322026.0673.4996.17
PMG-AFTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1173.0888.56
TeCoAmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1170.0887.4
FAREmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1159.0691.72
TTCBackbone=CLIP-ViT-B/322026.0652.495.83
PMG-AFTBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=42026.0635.484.35
TTEBackbone=CLIP-ViT-B/322026.0632.5696.26
TeCoABackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=42026.0631.8381.69
PMG-AFTBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=12026.0628.4988.56
TeCoABackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=12026.0624.887.4
IndividualMerging Method=BadMerging, Task Order=Task Order 32026.0618.8697.96
FAREBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=42026.0617.5989.11
CLIP-FTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.1112.7394.49
CLIPattack=10-step PGD, epsilon=1/2552025.111196.4
FAREBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=12026.069.9991.72
IBVSMerging Method=BadMerging, Task Order=Task Order 32026.067.5592.93
PAMMerging Method=BadMerging, Task Order=Task Order 32026.064.2194.36
CLIP-FTBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning2026.063.7594.49
HDBackbone=CLIP-ViT-B/322026.063.3989.5
Anti-advBackbone=CLIP-ViT-B/322026.062.2595.47
SAMMerging Method=BadMerging, Task Order=Task Order 32026.061.8693.47
LFPMMerging Method=BadMerging, Task Order=Task Order 32026.060.7396.05
CLIPBackbone=CLIP-ViT-B/322026.060.1696.4
RNBackbone=CLIP-ViT-B/322026.060.0695.85