Image Classification on EuroSAT (Clean Accuracy and Robust Accuracy)
54.8Clean AccuracyCLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIPBackbone=CLIP-L/14, Method category=Original2026.01 | 54.8 | 0.1 | |
| CSRBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 54.7 | 41.3 | |
| LPFBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 53.2 | 19 | |
| TTCBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 52.1 | 7.7 | |
| HDBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 47.5 | 11.5 | |
| Anti-AdvBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 46.9 | 30.4 | |
| TTEBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 41.1 | 12 | |
| R-TPTBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01 | 38.8 | 33.6 | |
| TeCoABackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.01 | 19.3 | 19.2 | |
| FAREBackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.01 | 12.3 | 12.3 |