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Object Detection Techniques Applied on Mobile Robot Semantic Navigation

The future of robotics predicts that robots will integrate themselves more every day with human beings and their environments. To achieve this integration, robots need to acquire information about the environment and its objects. There is a big need for algorithms to provide robots with these sort o...

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Detalles Bibliográficos
Autores principales: Astua, Carlos, Barber, Ramon, Crespo, Jonathan, Jardon, Alberto
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4029636/
https://www.ncbi.nlm.nih.gov/pubmed/24732101
http://dx.doi.org/10.3390/s140406734
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author Astua, Carlos
Barber, Ramon
Crespo, Jonathan
Jardon, Alberto
author_facet Astua, Carlos
Barber, Ramon
Crespo, Jonathan
Jardon, Alberto
author_sort Astua, Carlos
collection PubMed
description The future of robotics predicts that robots will integrate themselves more every day with human beings and their environments. To achieve this integration, robots need to acquire information about the environment and its objects. There is a big need for algorithms to provide robots with these sort of skills, from the location where objects are needed to accomplish a task up to where these objects are considered as information about the environment. This paper presents a way to provide mobile robots with the ability-skill to detect objets for semantic navigation. This paper aims to use current trends in robotics and at the same time, that can be exported to other platforms. Two methods to detect objects are proposed, contour detection and a descriptor based technique, and both of them are combined to overcome their respective limitations. Finally, the code is tested on a real robot, to prove its accuracy and efficiency.
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spelling pubmed-40296362014-05-22 Object Detection Techniques Applied on Mobile Robot Semantic Navigation Astua, Carlos Barber, Ramon Crespo, Jonathan Jardon, Alberto Sensors (Basel) Article The future of robotics predicts that robots will integrate themselves more every day with human beings and their environments. To achieve this integration, robots need to acquire information about the environment and its objects. There is a big need for algorithms to provide robots with these sort of skills, from the location where objects are needed to accomplish a task up to where these objects are considered as information about the environment. This paper presents a way to provide mobile robots with the ability-skill to detect objets for semantic navigation. This paper aims to use current trends in robotics and at the same time, that can be exported to other platforms. Two methods to detect objects are proposed, contour detection and a descriptor based technique, and both of them are combined to overcome their respective limitations. Finally, the code is tested on a real robot, to prove its accuracy and efficiency. MDPI 2014-04-11 /pmc/articles/PMC4029636/ /pubmed/24732101 http://dx.doi.org/10.3390/s140406734 Text en © 2014 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 license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Astua, Carlos
Barber, Ramon
Crespo, Jonathan
Jardon, Alberto
Object Detection Techniques Applied on Mobile Robot Semantic Navigation
title Object Detection Techniques Applied on Mobile Robot Semantic Navigation
title_full Object Detection Techniques Applied on Mobile Robot Semantic Navigation
title_fullStr Object Detection Techniques Applied on Mobile Robot Semantic Navigation
title_full_unstemmed Object Detection Techniques Applied on Mobile Robot Semantic Navigation
title_short Object Detection Techniques Applied on Mobile Robot Semantic Navigation
title_sort object detection techniques applied on mobile robot semantic navigation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4029636/
https://www.ncbi.nlm.nih.gov/pubmed/24732101
http://dx.doi.org/10.3390/s140406734
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