Classification on MNIST ε = 0.3, c = 10 (test)
99.53Accuracy (No Attack)PCL
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PCLAdversarial Training=None2019.04 | 99.53 | 31.1 | 23.3 | 29.1 | 24.7 | 19.9 | 78.3 | 72.7 | 77.2 | 74.5 | 69.5 | |
| PCL + AdvTrain FGSMAdversarial Training=FGSM2019.04 | 99.44 | 53.1 | 36.6 | 40.9 | 37 | 34.5 | 85.6 | 81 | 82.3 | 81.4 | 78.2 | |
| PCL + AdvTrain PGDAdversarial Training=PGD2019.04 | 99.28 | 49.8 | 40.3 | 46 | 41.4 | 39.8 | 85.2 | 81.9 | 83.5 | 82.8 | 80.8 | |
| SoftmaxAdversarial Training=None2019.04 | 98.71 | 4.9 | 0 | 0.2 | 0.01 | 0 | 23 | 17.8 | 20.9 | 14.8 | 11.9 |