Explaining Multimodal Errors in Autonomous Vehicles

Complex machines, such as autonomous vehicles, are unable to reconcile conflicting behaviors between their underlying subsystems, which leads to accidents and other negative consequences. Existing approaches to error and anomaly detection are not equipped to detect and mitigate inconsistencies among parts. In this paper, we present “Anomaly Detection through Explanations” or ADE, a multimodal moni...