Classification on CIFAR-10 (ε = 0.03, c = 0.1) (test)
91.89Accuracy (No Attack)PCL + AdvTrain PGD
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PCL + AdvTrain PGDAdversarial Training=PGD2019.04 | 91.89 | 74.9 | 46 | 51.8 | 49.3 | 46.7 | 88.5 | 88.3 | 88.2 | 88.5 | 88.8 | |
| PCL + AdvTrain FGSMAdversarial Training=FGSM2019.04 | 91.28 | 75.8 | 45.9 | 45.7 | 44.7 | 42.5 | 88.9 | 87.6 | 87.4 | 88.2 | 84.5 | |
| SoftmaxAdversarial Training=None2019.04 | 90.8 | 21.4 | 0 | 0.6 | 0 | 0.01 | 39 | 30.1 | 31.8 | 30.9 | 29.1 | |
| PCLAdversarial Training=None2019.04 | 90.45 | 67.7 | 32.6 | 37.3 | 33.2 | 27.2 | 85.5 | 83.7 | 83.3 | 81.9 | 76.4 |