Adversarial Attack Detection on CIFAR-10 known attack 1.0 (test) benchmark leaderboard · SOTA2 Research

Adversarial Attack Detection on CIFAR-10 known attack 1.0 (test)

99.94AUROC (FGSM)Mahalanobis distance-based score

Evaluation Results

Method
Mahalanobis distance-based score2018.07	99.94	99.78	83.41	87.31
Mahalanobis distance-based score2018.07	99.94	99.57	91.57	95.84
Mahalanobis distance-based score2018.07	99.86	99.17	77.57	87.05
Mahalanobis distance-based score2018.07	99.77	96.9	85.26	91.77
LID2018.07	99.69	96.28	88.51	82.23
LID2018.07	99.35	98.12	70.17	73.37
LID2018.07	98.73	96.89	71.95	78.67
LID2018.07	98.2	95.31	85.14	80.05
KD+PU2018.07	90.13	89.69	68.29	57.51
KD+PU2018.07	89.9	83.67	80.22	77.37
KD+PU2018.07	85.96	96.8	68.05	58.72
KD+PU2018.07	81.21	82.28	81.07	55.93