Image Classification on CIFAR100 (Accuracy and Robustness)
59.51AccuracyCLIP-FT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIP-FTBackbone=CLIP-ViT-B/32, Defense Category=Adversarial Fine-tuning2026.06 | 59.51 | 0.67 | |
| TTEBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 58.61 | 1.37 | |
| CLIPBackbone=CLIP-ViT-B/322026.06 | 57.14 | 0.05 | |
| MACBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 56.7 | 18.36 | |
| RNBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 56.34 | 0 | |
| TTCBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 56.34 | 9.06 | |
| Anti-advBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 53.96 | 0.22 | |
| HDBackbone=CLIP-ViT-B/32, Defense Category=Test-time Defense2026.06 | 52.86 | 0 | |
| FAREBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=42026.06 | 47.38 | 4.54 | |
| FAREBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=12026.06 | 46.67 | 2.64 | |
| PMG-AFTBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=42026.06 | 41.51 | 10.8 | |
| PMG-AFTBackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=12026.06 | 40.32 | 7.6 | |
| TeCoABackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=42026.06 | 36.3 | 9.25 | |
| TeCoABackbone=CLIP-ViT-B/32, Adversarial Fine-tuning Attack Budget (ε)=12026.06 | 35.96 | 6.54 |