Perception is a critical component of high-integrity applications of robotics and autonomous systems, such as self-driving cars. In these applications, failure of perception systems may put human life at risk, and a broad adoption of these technologies requires the development of methodologies to guarantee and mon- itor safe operation. Despite the paramount importance of perception, currently there is no formal approach for system-level perception monitoring. This paper investigates runtime moni…