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ResearchFormerly WizWand

White-box Adversarial Robustness on MNIST (test)

99.5Robustness ScorePang et al.
69.44477.24785.0592.853Apr 1, 2019
Updated 8mo ago

Evaluation results

MethodLinks
Pang et al.Attack=No Attack2019.0499.5
PCL (Ours)Attack=No Attack, Adversarial Training=None2019.0499.5
PCL (Ours*)Attack=No Attack, Adversarial Training=FGSM2019.0499.4
PCL (Ours**)Attack=No Attack, Adversarial Training=PGD2019.0499.3
Ross et al.Attack=No Attack2019.0499.2
AdvTrainAttack=No Attack, Adversarial Training=true2019.0499.1
BaselineAttack=No Attack2019.0498.7
Yu et al.Attack=No Attack2019.0498.4
PCL (Ours)Attack=C&W, c=0.1, Adversarial Training=None2019.0497.7
PCL (Ours**)Attack=C&W, c=0.1, Adversarial Training=PGD2019.0497.6
PCL (Ours*)Attack=FGSM, epsilon=0.1, Adversarial Training=FGSM2019.0497.2
PCL (Ours)Attack=FGSM, epsilon=0.1, Adversarial Training=None2019.0497.1
PCL (Ours*)Attack=C&W, c=0.1, Adversarial Training=FGSM2019.0497.1
PCL (Ours**)Attack=FGSM, epsilon=0.1, Adversarial Training=PGD2019.0496.5
PCL (Ours**)Attack=PGD, epsilon=0.1, Adversarial Training=PGD2019.0493.9
PCL (Ours*)Attack=PGD, epsilon=0.1, Adversarial Training=FGSM2019.0493.7
PCL (Ours**)Attack=MIM, epsilon=0.1, Adversarial Training=PGD2019.0493
PCL (Ours*)Attack=MIM, epsilon=0.1, Adversarial Training=FGSM2019.0492.7
PCL (Ours**)Attack=BIM, epsilon=0.1, Adversarial Training=PGD2019.0492.1
PCL (Ours)Attack=MIM, epsilon=0.1, Adversarial Training=None2019.0492.1
PCL (Ours*)Attack=BIM, epsilon=0.1, Adversarial Training=FGSM2019.0492
PCL (Ours)Attack=BIM, epsilon=0.1, Adversarial Training=None2019.0490.2
PCL (Ours)Attack=PGD, epsilon=0.1, Adversarial Training=None2019.0483.6
PCL (Ours**)Attack=MIM, epsilon=0.15, Adversarial Training=PGD2019.0482
PCL (Ours*)Attack=MIM, epsilon=0.15, Adversarial Training=FGSM2019.0480.2
PCL (Ours*)Attack=FGSM, epsilon=0.2, Adversarial Training=FGSM2019.0480
PCL (Ours**)Attack=FGSM, epsilon=0.2, Adversarial Training=PGD2019.0477.9
PCL (Ours)Attack=MIM, epsilon=0.15, Adversarial Training=None2019.0477.7
PCL (Ours**)Attack=BIM, epsilon=0.15, Adversarial Training=PGD2019.0477.3
PCL (Ours*)Attack=BIM, epsilon=0.15, Adversarial Training=FGSM2019.0476.5
PCL (Ours)Attack=BIM, epsilon=0.15, Adversarial Training=None2019.0476.3
PCL (Ours)Attack=FGSM, epsilon=0.2, Adversarial Training=None2019.0470.6