Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1782512168375156736 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5336130 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT crespojonathan asemanticlabelingoftheenvironmentbasedonwhatpeopledo AT gomezclara asemanticlabelingoftheenvironmentbasedonwhatpeopledo AT hernandezalejandra asemanticlabelingoftheenvironmentbasedonwhatpeopledo AT barberramon asemanticlabelingoftheenvironmentbasedonwhatpeopledo AT crespojonathan semanticlabelingoftheenvironmentbasedonwhatpeopledo AT gomezclara semanticlabelingoftheenvironmentbasedonwhatpeopledo AT hernandezalejandra semanticlabelingoftheenvironmentbasedonwhatpeopledo AT barberramon semanticlabelingoftheenvironmentbasedonwhatpeopledo |