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StreamNet++: Memory-Efficient Streaming TinyML Model Compilation on Microcontrollers

Published in ACM Transactions on Embedded Computing Systems • Nov 29, 2024
NobleIDNI0P02W66R52S89
Authors:
Hsu Cynthia
,
Hong-Sheng Zheng
,
Yu-Yuan Liu

Abstract

The rapid growth of on-device artificial intelligence increases the importance of TinyML inference applications. However, the stringent tiny memory space on the microcontroller unit (MCU) raises the grand challenge when deploying deep neural network (DNN) models on such a resource-constrained embedd...

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