Classification on Food101 (Robustness Evaluation)
57.84Robust AccuracyTTC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 57.84 | 82.18 | 57.14 | |
| TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 43.94 | 83.96 | — | |
| PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 18.57 | 36.61 | — | |
| TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 13.9 | 29.98 | — | |
| Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 13.12 | 75.81 | — | |
| FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 11.65 | 55.31 | — | |
| HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 8.03 | 80.3 | — | |
| RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 1.2 | 83.44 | — | |
| CLIPAttack=10-step PGD, epsilon=1/2552025.03 | 0.7 | 83.88 | — | |
| CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 0.42 | 64.86 | — |