Classification on STL10 (Robustness Metrics)
78.48Robust AccuracyTTE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 78.48 | 96.26 | — | |
| TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 76.7 | 95.85 | 65.7 | |
| PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 73.08 | 88.56 | — | |
| TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 70.08 | 87.4 | — | |
| FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 59.06 | 91.72 | — | |
| HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 39.02 | 89.5 | — | |
| Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 37.42 | 95.45 | — | |
| RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 16.23 | 95.85 | — | |
| CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 12.73 | 94.49 | — | |
| CLIPAttack=10-step PGD, epsilon=1/2552025.03 | 11 | 96.4 | — |