Image Classification on CIFAR10 (Accuracy & Robustness)
85.12AccuracyCLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CLIPBackbone=CLIP-ViT-B/322026.06 | 85.12 | 0.43 | |
| CLIP-FTBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning2026.06 | 84.9 | 2.75 | |
| TTEBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 84.74 | 3.47 | |
| MACBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 83.84 | 35.96 | |
| Anti-advBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 83.44 | 0.32 | |
| RNBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 81.18 | 0 | |
| TTCBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 81.18 | 28.51 | |
| FAREBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=42026.06 | 78.46 | 5.42 | |
| HDBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 78.23 | 1.67 | |
| FAREBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=12026.06 | 74.44 | 1.94 | |
| PMG-AFTBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=42026.06 | 71.45 | 15.59 | |
| PMG-AFTBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=12026.06 | 70.69 | 10.2 | |
| TeCoABackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=42026.06 | 65.15 | 11.7 | |
| TeCoABackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning, Adversarial Fine-tuning Attack Budget (ε)=12026.06 | 64.61 | 7.69 |