Uncertainty-Aware Out-of-Distribution Detection with Gaussian Processes

Yang Chen, Chih-Li Sung, Arpan Kusari +2

Deep neural networks (DNNs) are often constructed under the closed-world assumption, which may fail to generalize to the out-of-distribution (OOD) data. This leads to DNNs producin…