Classification on SVHN (ε = 0.03, c = 0.1) (test)
94.36Accuracy (Baseline)PCL
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PCLAdversarial Training=None2019.04 | 94.36 | 69.3 | 37.1 | 30.3 | 31.4 | 33.5 | 77.4 | 73.1 | 76.4 | 74 | 70.1 | |
| PCL + AdvTrain PGDAdversarial Training=PGD2019.04 | 94.36 | 76.5 | 48.8 | 54.8 | 47.1 | 47.7 | 88.7 | 88.2 | 89.2 | 88.6 | 89.3 | |
| PCL + AdvTrain FGSMAdversarial Training=FGSM2019.04 | 94.18 | 80.1 | 47.4 | 51.9 | 45.6 | 40.5 | 90.1 | 87.6 | 84.4 | 87.6 | 84.4 | |
| SoftmaxAdversarial Training=None2019.04 | 93.45 | 30.6 | 6.2 | 7.1 | 7.3 | 9.6 | 48.1 | 39.2 | 41 | 33.7 | 21.5 |