The Advanced Numerical Research and Analysis Group of the Defense R&D Organization of India demonstrates that the NeuroMem neurons outperform other hardware solutions to recognize faces. Their research project and conclusions are supported by two white papers and a board development featuring the NeuroMem IP installed on a Xilinx FPGA.