Adversarial Attack Detection on SVHN unknown attack 1.0 (test) benchmark leaderboard · SOTA2 Research

Adversarial Attack Detection on SVHN unknown attack 1.0 (test)

99.85AUROC (FGSM seen)Mahalanobis distance-based score

Evaluation Results

Method
Mahalanobis distance-based score2018.07	99.85	99.12	93.47	96.95
Mahalanobis distance-based score2018.07	99.62	95.39	72.2	86.73
LID2018.07	99.35	92.21	80.14	85.09
LID2018.07	97.86	84.88	67.28	76.58
KD+PU2018.07	86.95	83.28	84.38	82.94
KD+PU2018.07	82.67	43.21	84.3	67.85