System-Level Safety Monitoring and Recovery for Perception Failures in Autonomous Vehicles

Overview

SPARQ evaluates proposed driving plans while accounting for perception failures that the planner may overlook. The Q-network can recommend corrective plans, with NuPlan-based experiments examining detection performance and runtime suitability.