uPLAM: Robust Panoptic Localization and Mapping Leveraging Perception Uncertainties

Overview

uPLAM propagates panoptic perception uncertainty into map aggregation and particle-filter localization. The work evaluates map quality, uncertainty estimates and localization accuracy, and introduces a driving dataset for reproducible assessment.