A Neural Network Framework for Small Microcontrollers
- Autores
- Estrebou, César Armando; Fleming, Martín; Saavedra, Marcos David; Adra, Federico
- Año de publicación
- 2021
- Idioma
- inglés
- Tipo de recurso
- documento de conferencia
- Estado
- versión publicada
- Descripción
- 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 - Materia
-
Ciencias Informáticas
Machine learning
Convolutional Neural Networks
Microcontrollers
Frameworks
TinyML - Nivel de accesibilidad
- acceso abierto
- Condiciones de uso
- http://creativecommons.org/licenses/by-nc-sa/4.0/
- Repositorio
- Institución
- Universidad Nacional de La Plata
- OAI Identificador
- oai:sedici.unlp.edu.ar:10915/130315
Ver los metadatos del registro completo
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A Neural Network Framework for Small MicrocontrollersEstrebou, César ArmandoFleming, MartínSaavedra, Marcos DavidAdra, FedericoCiencias InformáticasMachine learningConvolutional Neural NetworksMicrocontrollersFrameworksTinyMLThis 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 InteligentesRed de Universidades con Carreras en Informática2021-10info:eu-repo/semantics/conferenceObjectinfo:eu-repo/semantics/publishedVersionObjeto de conferenciahttp://purl.org/coar/resource_type/c_5794info:ar-repo/semantics/documentoDeConferenciaapplication/pdf51-60http://sedici.unlp.edu.ar/handle/10915/130315enginfo:eu-repo/semantics/altIdentifier/isbn/978-987-633-574-4info:eu-repo/semantics/reference/hdl/10915/129809info:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-sa/4.0/Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)reponame:SEDICI (UNLP)instname:Universidad Nacional de La Platainstacron:UNLP2025-09-29T11:32:47Zoai:sedici.unlp.edu.ar:10915/130315Institucionalhttp://sedici.unlp.edu.ar/Universidad públicaNo correspondehttp://sedici.unlp.edu.ar/oai/snrdalira@sedici.unlp.edu.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:13292025-09-29 11:32:47.875SEDICI (UNLP) - Universidad Nacional de La Platafalse |
dc.title.none.fl_str_mv |
A Neural Network Framework for Small Microcontrollers |
title |
A Neural Network Framework for Small Microcontrollers |
spellingShingle |
A Neural Network Framework for Small Microcontrollers Estrebou, César Armando Ciencias Informáticas Machine learning Convolutional Neural Networks Microcontrollers Frameworks TinyML |
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 |
A Neural Network Framework for Small Microcontrollers |
dc.creator.none.fl_str_mv |
Estrebou, César Armando Fleming, Martín Saavedra, Marcos David Adra, Federico |
author |
Estrebou, César Armando |
author_facet |
Estrebou, César Armando Fleming, Martín Saavedra, Marcos David Adra, Federico |
author_role |
author |
author2 |
Fleming, Martín Saavedra, Marcos David Adra, Federico |
author2_role |
author author author |
dc.subject.none.fl_str_mv |
Ciencias Informáticas Machine learning Convolutional Neural Networks Microcontrollers Frameworks TinyML |
topic |
Ciencias Informáticas Machine learning Convolutional Neural Networks Microcontrollers Frameworks TinyML |
dc.description.none.fl_txt_mv |
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 |
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. |
publishDate |
2021 |
dc.date.none.fl_str_mv |
2021-10 |
dc.type.none.fl_str_mv |
info:eu-repo/semantics/conferenceObject info:eu-repo/semantics/publishedVersion Objeto de conferencia http://purl.org/coar/resource_type/c_5794 info:ar-repo/semantics/documentoDeConferencia |
format |
conferenceObject |
status_str |
publishedVersion |
dc.identifier.none.fl_str_mv |
http://sedici.unlp.edu.ar/handle/10915/130315 |
url |
http://sedici.unlp.edu.ar/handle/10915/130315 |
dc.language.none.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
info:eu-repo/semantics/altIdentifier/isbn/978-987-633-574-4 info:eu-repo/semantics/reference/hdl/10915/129809 |
dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by-nc-sa/4.0/ Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) |
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openAccess |
rights_invalid_str_mv |
http://creativecommons.org/licenses/by-nc-sa/4.0/ Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) |
dc.format.none.fl_str_mv |
application/pdf 51-60 |
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reponame:SEDICI (UNLP) instname:Universidad Nacional de La Plata instacron:UNLP |
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SEDICI (UNLP) - Universidad Nacional de La Plata |
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