MAUPITI: On-Device Prototype-Based Learning on a Smart Infrared Sensor
A prototype-based Nearest Class Mean (NCM) classifier is adopted in which a simple Convolutional Neural Network (CNN) encoder is trained and quantized offline, while class prototypes are stored and updated on the device in streaming mode, effectively enabling online adaptation of the perception framework.