Image Classification on SUN397 (Clean Accuracy, Robust Accuracy)
63.1Clean AccuracyR-TPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| R-TPTBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 63.1 | 54.2 | |
| TTEBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 62.2 | 18 | |
| CLIPBackbone=CLIP-B/32, Category=Original2026.01 | 61.9 | 0.8 | |
| Anti-AdvBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 61.7 | 13.2 | |
| CSRBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 61.1 | 48.3 | |
| LPFBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 59.3 | 21.3 | |
| HDBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 58.1 | 6.1 | |
| TTCBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 53.1 | 31.2 | |
| FAREBackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.01 | 42.2 | 40.1 | |
| TeCoABackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.01 | 32.2 | 32.9 |