Inspired by how humans recognize noisy images and flexible modulation on the timescale of ion dynamics, we proposed a novel neuromorphic vision system based on the ion-modulated memtransistors. By utilizing the reconfiguration abilities, which include nonvolatile conductance change characteristics and short-term filtering or nonlinear activation, the task of recognizing noisy images can be performed in a more energy-efficient manner.