Near-infrared (NIR) photon detection and object recognition are crucial technologies for all-weather target identification. Conventional NIR detection systems that rely on photodetectors and von Neumann computing algorithms are energy inefficient. Artificial sensory neurons based on infrared-sensitive volatile memristors offer a promising solution.