Image Classification on DTD (Robustness and Accuracy Scores)
47.93Robustness ScoreATAC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ATACmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 47.93 | 39.15 | |
| R-TPTmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 34.1 | 42.66 | |
| TTCmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 27.32 | 36.98 | |
| TTEmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 23.9 | 41.33 | |
| TeCoAmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 17.61 | 25.16 | |
| FAREmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 15.64 | 32.07 | |
| PMG-AFTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 14.95 | 21.76 | |
| CLIPattack=10-step PGD, epsilon=1/2552025.11 | 2.98 | 40.64 | |
| CLIP-FTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 2.39 | 36.49 |