Dirichlet-Based Monte Carlo Dropout for Uncertainty Estimation in Neural Networks

Rouaa Hoblos, Noura Dridi, Noureddine Zerhouni +1

Traditional neural networks provide deterministic predictions without inherent uncertainty estimates. While Bayesian Neural Networks (BNNs) offer a principled approach to uncertain…