Image Classification on SUN397 (Clean/Robust Accuracy)
69.9Clean AccuracyR-TPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| R-TPTBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 69.9 | 61.5 | |
| TTEBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 69.4 | 22.1 | |
| Anti-AdvBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 68.5 | 38 | |
| CLIPBackbone=CLIP-L/14, Method category=Original2026.01 | 66.8 | 0.3 | |
| LPFBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 65.6 | 45.3 | |
| CSRBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 65.3 | 65.2 | |
| HDBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 64.9 | 11.5 | |
| FAREBackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.01 | 57.1 | 57.7 | |
| TTCBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 56.4 | 33 | |
| TeCoABackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.01 | 47.8 | 45.8 |