Classification on CIFAR-100 (test) (Adversarial Robustness, eps=0.03, c=0.1)
72.65Baseline AccSoftmax
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SoftmaxAdversarial Training=None2019.04 | 72.65 | 20 | 4.2 | 1.1 | 3.52 | 0.17 | 40.9 | 34.3 | 37.1 | 35.5 | 30.7 | |
| PCLAdversarial Training=None2019.04 | 71.9 | 56.9 | 28 | 31.1 | 28.7 | 25.9 | 65.3 | 64.5 | 64.1 | 64.8 | 62.8 | |
| PCL + AdvTrain FGSMAdversarial Training=FGSM2019.04 | 69.11 | 61.3 | 32.3 | 35.2 | 33.3 | 31.4 | 66.1 | 65.2 | 65.7 | 65.5 | 63.4 | |
| PCL + AdvTrain PGDAdversarial Training=PGD2019.04 | 68.32 | 60.9 | 34.1 | 36.7 | 33.7 | 36.1 | 65.9 | 66.1 | 66.7 | 66.1 | 66.7 |