Classification on F-MNIST (ε = 0.3, c = 10) (test)
91.51Accuracy (Clean)Softmax
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SoftmaxAdversarial Training=None2019.04 | 91.51 | 8.7 | 0.1 | 0.2 | 0 | 0 | 46.7 | 29.3 | 30.8 | 29.5 | 26 | |
| PCLAdversarial Training=None2019.04 | 91.32 | 29 | 22 | 23.9 | 21.8 | 20.3 | 84.8 | 79 | 79.2 | 78.4 | 76.3 | |
| PCL + AdvTrain PGDAdversarial Training=PGD2019.04 | 91.3 | 47.2 | 40.1 | 44.6 | 41.3 | 40.7 | 88.2 | 88 | 88.2 | 88.3 | 89.7 | |
| PCL + AdvTrain FGSMAdversarial Training=FGSM2019.04 | 91.03 | 55.1 | 37.5 | 41.7 | 40.6 | 35.3 | 89.1 | 87 | 87.7 | 87.9 | 85.2 |