Image Classification on EuroSAT (Robustness and Accuracy)
66.9RobustnessATAC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ATACmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 66.9 | 38.32 | |
| R-TPTmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 14.16 | 21.83 | |
| PMG-AFTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 12.6 | 18.53 | |
| TTCmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 12.19 | 53.24 | |
| TeCoAmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 11.96 | 16.58 | |
| FAREmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 10.67 | 21.88 | |
| TTEmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 6.91 | 44.38 | |
| CLIP-FTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 0.04 | 27.64 | |
| CLIPattack=10-step PGD, epsilon=1/2552025.11 | 0.03 | 42.59 |