2024
Conformal Prediction for Semantically-Aware Autonomous Perception in Urban Environments
CoRL 2024poster
We introduce Knowledge-Refined Prediction Sets (KRPS), a novel approach that performs semantically-aware uncertainty quantification for multitask-based autonomous perception in urban environments. KRPS extends conformal prediction (CP) to ensure 2 properties not typically addressed by CP frameworks:…