Image Classification on Caltech101 (Clean Accuracy, Robust Accuracy)
91.2Clean AccuracyTTE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TTEBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 91.2 | 73.5 | |
| R-TPTBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 89 | 81.6 | |
| LPFBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 86.3 | 77.5 | |
| CLIPBackbone=CLIP-L/14, Method category=Original2026.01 | 86.2 | 4.5 | |
| Anti-AdvBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 86 | 72.6 | |
| FAREBackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.01 | 85.3 | 85 | |
| CSRBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 85.3 | 82.1 | |
| HDBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 84.7 | 45.2 | |
| TTCBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 81.6 | 41.6 | |
| TeCoABackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.01 | 80.8 | 80.8 |