A Comparison of Uncertainty Estimation Approaches in Deep Learning Components for Autonomous Vehicle Applications

Fabio Arnez, Huascar Espinoza, Ansgar Radermacher +1

A key factor for ensuring safety in Autonomous Vehicles (AVs) is to avoid any abnormal behaviors under undesirable and unpredicted circumstances. As AVs increasingly rely on Deep N…