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A Semantic Labeling of the Environment Based on What People Do

In this work, a system is developed for semantic labeling of locations based on what people do. This system is useful for semantic navigation of mobile robots. The system differentiates environments according to what people do in them. Background sound, number of people in a room and amount of movem...

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Detalles Bibliográficos
Autores principales: Crespo, Jonathan, Gómez, Clara, Hernández, Alejandra, Barber, Ramón
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5336130/
https://www.ncbi.nlm.nih.gov/pubmed/28146049
http://dx.doi.org/10.3390/s17020260
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author Crespo, Jonathan
Gómez, Clara
Hernández, Alejandra
Barber, Ramón
author_facet Crespo, Jonathan
Gómez, Clara
Hernández, Alejandra
Barber, Ramón
author_sort Crespo, Jonathan
collection PubMed
description In this work, a system is developed for semantic labeling of locations based on what people do. This system is useful for semantic navigation of mobile robots. The system differentiates environments according to what people do in them. Background sound, number of people in a room and amount of movement of those people are items to be considered when trying to tell if people are doing different actions. These data are sampled, and it is assumed that people behave differently and perform different actions. A support vector machine is trained with the obtained samples, and therefore, it allows one to identify the room. Finally, the results are discussed and support the hypothesis that the proposed system can help to semantically label a room.
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spelling pubmed-53361302017-03-16 A Semantic Labeling of the Environment Based on What People Do Crespo, Jonathan Gómez, Clara Hernández, Alejandra Barber, Ramón Sensors (Basel) Article In this work, a system is developed for semantic labeling of locations based on what people do. This system is useful for semantic navigation of mobile robots. The system differentiates environments according to what people do in them. Background sound, number of people in a room and amount of movement of those people are items to be considered when trying to tell if people are doing different actions. These data are sampled, and it is assumed that people behave differently and perform different actions. A support vector machine is trained with the obtained samples, and therefore, it allows one to identify the room. Finally, the results are discussed and support the hypothesis that the proposed system can help to semantically label a room. MDPI 2017-01-29 /pmc/articles/PMC5336130/ /pubmed/28146049 http://dx.doi.org/10.3390/s17020260 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Crespo, Jonathan
Gómez, Clara
Hernández, Alejandra
Barber, Ramón
A Semantic Labeling of the Environment Based on What People Do
title A Semantic Labeling of the Environment Based on What People Do
title_full A Semantic Labeling of the Environment Based on What People Do
title_fullStr A Semantic Labeling of the Environment Based on What People Do
title_full_unstemmed A Semantic Labeling of the Environment Based on What People Do
title_short A Semantic Labeling of the Environment Based on What People Do
title_sort semantic labeling of the environment based on what people do
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5336130/
https://www.ncbi.nlm.nih.gov/pubmed/28146049
http://dx.doi.org/10.3390/s17020260
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