Gaussian Latent Representations for Uncertainty Estimation using Mahalanobis Distance in Deep Classifiers

Aishwarya Venkataramanan, Assia Benbihi, Martin Laviale +1

Recent works show that the data distribution in a network's latent space is useful for estimating classification uncertainty and detecting Out-of-distribution (OOD) samples. To obt…