Classification Uncertainty of Deep Neural Networks Based on Gradient Information

Philipp Oberdiek, Matthias Rottmann, Hanno Gottschalk

We study the quantification of uncertainty of Convolutional Neural Networks (CNNs) based on gradient metrics. Unlike the classical softmax entropy, such metrics gather information…