Classification on FashionMNIST (l2, epsilon=2) (test)
82.91PGD (100) Robust AccuracyDense Orthogonal Classifier
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Dense Orthogonal Classifieralpha=12021.05 | 82.91 | 0 | 0 | |
| Dense Orthogonal Classifieralpha=0.32021.05 | 68.41 | 43.55 | 4.2 | |
| TRADES1/lambda=12021.05 | 65.2 | 26.61 | 3.46 | |
| ALP2021.05 | 64.14 | 25.53 | 2.35 | |
| PGD-AT2021.05 | 62.19 | 48.09 | 0.19 | |
| TRADES1/lambda=62021.05 | 56.3 | 22.15 | 1.65 | |
| FGSM-AT2021.05 | 0.18 | 0 | 0 | |
| Standard Training2021.05 | 0.02 | 0 | 0 |