A Neural Network Framework for Small Microcontrollers

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 micro...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: Estrebou, César Armando, Fleming, Martín, Saavedra, Marcos David, Adra, Federico
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2021
Materias:
Ciencias Informáticas
Machine learning
Convolutional Neural Networks
Microcontrollers
Frameworks
TinyML
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/130315
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-130315
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Machine learning
Convolutional Neural Networks
Microcontrollers
Frameworks
TinyML
spellingShingle Ciencias Informáticas
Machine learning
Convolutional Neural Networks
Microcontrollers
Frameworks
TinyML
Estrebou, César Armando
Fleming, Martín
Saavedra, Marcos David
Adra, Federico
A Neural Network Framework for Small Microcontrollers
topic_facet Ciencias Informáticas
Machine learning
Convolutional Neural Networks
Microcontrollers
Frameworks
TinyML
description 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.
format Objeto de conferencia
Objeto de conferencia
author Estrebou, César Armando
Fleming, Martín
Saavedra, Marcos David
Adra, Federico
author_facet Estrebou, César Armando
Fleming, Martín
Saavedra, Marcos David
Adra, Federico
author_sort Estrebou, César Armando
title A Neural Network Framework for Small Microcontrollers
title_short A Neural Network Framework for Small Microcontrollers
title_full A Neural Network Framework for Small Microcontrollers
title_fullStr A Neural Network Framework for Small Microcontrollers
title_full_unstemmed A Neural Network Framework for Small Microcontrollers
title_sort neural network framework for small microcontrollers
publishDate 2021
url http://sedici.unlp.edu.ar/handle/10915/130315
work_keys_str_mv AT estreboucesararmando aneuralnetworkframeworkforsmallmicrocontrollers
AT flemingmartin aneuralnetworkframeworkforsmallmicrocontrollers
AT saavedramarcosdavid aneuralnetworkframeworkforsmallmicrocontrollers
AT adrafederico aneuralnetworkframeworkforsmallmicrocontrollers
AT estreboucesararmando neuralnetworkframeworkforsmallmicrocontrollers
AT flemingmartin neuralnetworkframeworkforsmallmicrocontrollers
AT saavedramarcosdavid neuralnetworkframeworkforsmallmicrocontrollers
AT adrafederico neuralnetworkframeworkforsmallmicrocontrollers
bdutipo_str Repositorios
_version_ 1764820453272059904

Ejemplares similares