Calibrating Perception Uncertainty for Autonomous Driving

Overview

The paper extends perception uncertainty to account for undetected objects within regions. It calibrates probabilistic bird’s-eye-view segmentation outputs, enabling regional occupancy queries and evaluating how calibrated uncertainty affects downstream planning.