Abstract Almost all real-world AI and robotics applications are power-constrained and depend on real-time understanding of the robot’s environment. Robotic systems that rely on simultaneous localization and mapping (SLAM) and other perception algorithms, would greatly benefit from novel emerging computing paradigms such as computation on or near the focal plane.