In applications such as machine vision, intelligent perception, and edge computing, the separation of sensing, storage, and computing functions leads to data transmission redundancy and energy consumption issues, becoming a core bottleneck. Integrated sensing-memory-computing devices that combine signal sensing, information storage, and computational processing into a single device represent an important direction for building efficient, low-power intelligent optoelectronic systems.