Classification on Flowers102 (Robustness Metrics)
39.14Robustness ScoreTTC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 39.14 | 64.16 | 38 | |
| TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 35.88 | 65.18 | — | |
| PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 23.43 | 37 | — | |
| TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 21.94 | 36.8 | — | |
| FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 17.14 | 47.98 | — | |
| HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 7.29 | 58.22 | — | |
| Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 7.16 | 62.66 | — | |
| RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 1.52 | 64.62 | — | |
| CLIPAttack=10-step PGD, epsilon=1/2552025.03 | 1.14 | 65.46 | — | |
| CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 0.54 | 53.37 | — |