MLE presents an Embedded Vision Robotics System with Accelerated Image Recognition at the Embedded World 2017. This industrial pick and place demonstration utilizes Binarized Neural Networks for machine vision recognition via programmable logic. This FPGA-based implementation accelerates image recognition while increasing recognition accuracy and reliability necessary for high performance, mission critical vision-enabled applications.