Classification on EuroSAT (Robustness Metrics)
12.6Robust AccuracyPMG-AFT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 12.6 | 18.53 | — | |
| TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 12.19 | 53.24 | 12.16 | |
| TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 11.96 | 16.58 | — | |
| FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 10.67 | 21.88 | — | |
| TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 6.91 | 44.38 | — | |
| HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 4.57 | 39.08 | — | |
| Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 2.15 | 36.78 | — | |
| RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 0.15 | 53.24 | — | |
| CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 0.04 | 27.64 | — | |
| CLIPAttack=10-step PGD, epsilon=1/2552025.03 | 0.03 | 42.59 | — |