Autonomous Driving With Perception Uncertainties: Deep-Ensemble Based Adaptive Cruise Control

Overview

Deep ensembles estimate lead-vehicle distance and uncertainty from RGB images for chance-constrained cruise control. Simulator and real-data evaluations examine speed tracking, safe headway and behavior under out-of-distribution perception conditions.