Zero-shot Classification on Caltech256
88Top-1 Clean AccR-TPT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| R-TPTDefense Category=Test-Time Defense2026.01 | 88 | 80.5 | |
| TTEDefense Category=Test-Time Defense2026.01 | 87.3 | 59.4 | |
| CLIPDefense Category=Original2026.01 | 83.5 | 1.5 | |
| CSRDefense Category=Test-Time Defense2026.01 | 82.9 | 76.6 | |
| LPFDefense Category=Test-Time Defense2026.01 | 82.8 | 66.5 | |
| Anti-AdvDefense Category=Test-Time Defense2026.01 | 81.6 | 55.8 | |
| HDDefense Category=Test-Time Defense2026.01 | 80.4 | 20.9 | |
| FAREDefense Category=Adversarial Fine-tuning2026.01 | 78.4 | 77.6 | |
| TTCDefense Category=Test-Time Defense2026.01 | 73.4 | 41.8 | |
| TeCoADefense Category=Adversarial Fine-tuning2026.01 | 72 | 69.5 |