Classification on PatchCamelyon
52.85Robust AccuracyTTC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 52.85 | 52.73 | 52.77 | |
| TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 48.24 | 49.96 | — | |
| PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 46.18 | 50.03 | — | |
| HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 44.74 | 50.38 | — | |
| FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 16.23 | 52.54 | — | |
| TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 10.62 | 51.01 | — | |
| Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 4.97 | 52.49 | — | |
| CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 1.11 | 47.21 | — | |
| RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 0.41 | 52.73 | — | |
| CLIPAttack=10-step PGD, epsilon=1/2552025.03 | 0.08 | 52.02 | — |