Uncertainty Quantification in Deep Neural Networks through Statistical Inference on Latent Space

Luigi Sbailò, Luca M. Ghiringhelli

Uncertainty-quantification methods are applied to estimate the confidence of deep-neural-networks classifiers over their predictions. However, most widely used methods are known to…