This technology is a classifier based on a ferroelectric graphene transistor. In contrast to traditional current-mode classifiers based on CMOS technologies (which require 23 transistors per pixel), this classifier requires only one transistor per pixel. The device provides a new solution for image recognition with reduced circuit complexity, enhanced energy efficiency, and faster processing speed. Applications include signal or image processing and recognition.