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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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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. |
format | Online Article Text |
id | pubmed-4029636 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT astuacarlos objectdetectiontechniquesappliedonmobilerobotsemanticnavigation AT barberramon objectdetectiontechniquesappliedonmobilerobotsemanticnavigation AT crespojonathan objectdetectiontechniquesappliedonmobilerobotsemanticnavigation AT jardonalberto objectdetectiontechniquesappliedonmobilerobotsemanticnavigation |