Objeto de conferencia
A Neural Network Framework for Small Microcontrollers
Registration in:
isbn:978-987-633-574-4
Author
Estrebou, César Armando
Fleming, Martín
Saavedra, Marcos David
Adra, Federico
Institutions
Abstract
This paper presents a lightweight and compact library designed to perform convolutional neural network inference for microcontrollers with severe hardware limitations. A review of similar open source libraries is included and an experiment is developed to compare their performance on different microcontrollers. The proposed library shows at least a 9 times improvement over the implementation of Google Tensorflow Lite with respect to memory usage and inference time. Workshop: WASI – Agentes y Sistemas Inteligentes Red de Universidades con Carreras en Informática