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ResearchFormerly WizWand

Image Classification on CIFAR10 (Accuracy & Robustness)

85.12AccuracyCLIP
63.789669.327374.86580.4027Jun 5, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CLIPBackbone=CLIP-ViT-B/322026.0685.120.43
CLIP-FTBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning2026.0684.92.75
TTEBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.0684.743.47
MACBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.0683.8435.96
Anti-advBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.0683.440.32
RNBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.0681.180
TTCBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.0681.1828.51
FAREBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=42026.0678.465.42
HDBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.0678.231.67
FAREBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=12026.0674.441.94
PMG-AFTBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=42026.0671.4515.59
PMG-AFTBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=12026.0670.6910.2
TeCoABackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=42026.0665.1511.7
TeCoABackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=12026.0664.617.69