Smart Embedded Vision applies to the products in the industrial space where machines, machine vision, artificial intelligence, digital health, smart factories, and autonomous robots are coming into being. In all these applications, the need for low-power, high-speed, secure machine to machine communication, and support for real-time decision making are required. The PolarFire FPGA family has a rich mix of DSP and memory resources that meet the criteria needed to enable these designs.