Do We Really Need to Learn Representations from In-domain Data for Outlier Detection?

Zhisheng Xiao, Qing Yan, Yali Amit

Unsupervised outlier detection, which predicts if a test sample is an outlier or not using only the information from unlabelled inlier data, is an important but challenging task. R…