Classification on Caltech256 (Robust Accuracy Metrics)
60.11Robust AccTTC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 60.11 | 79.66 | 51.64 | |
| TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 60.09 | 82.49 | — | |
| PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 45.91 | 62.24 | — | |
| TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 43.19 | 61.14 | — | |
| FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 38.79 | 73.32 | — | |
| Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 25.36 | 79.38 | — | |
| HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 23.48 | 79.12 | — | |
| RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 11.33 | 81.25 | — | |
| CLIPAttack=10-step PGD, epsilon=1/2552025.03 | 8.47 | 81.72 | — | |
| CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 6.76 | 78.53 | — |