Felix Laumann

Uncertainty Estimations by Softplus normalization in Bayesian Convolutional Neural Networks with Variational Inference

2018 · arXiv (Cornell University)

We introduce a novel uncertainty estimation for classification tasks for Bayesian convolutional neural networks with variational inference. By normalizing the output of a Softplus function in the final layer, we estimate aleatoric and epistemic uncertainty …