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Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots
This paper presents a method for obtaining the motion segmentation and 3D localization of multiple mobile robots in an intelligent space using a multi-camera sensor system. The set of calibrated and synchronized cameras are placed in fixed positions within the environment (intelligent space). The pr...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3274220/ https://www.ncbi.nlm.nih.gov/pubmed/22319297 http://dx.doi.org/10.3390/s100403261 |
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author | Losada, Cristina Mazo, Manuel Palazuelos, Sira Pizarro, Daniel Marrón, Marta |
author_facet | Losada, Cristina Mazo, Manuel Palazuelos, Sira Pizarro, Daniel Marrón, Marta |
author_sort | Losada, Cristina |
collection | PubMed |
description | This paper presents a method for obtaining the motion segmentation and 3D localization of multiple mobile robots in an intelligent space using a multi-camera sensor system. The set of calibrated and synchronized cameras are placed in fixed positions within the environment (intelligent space). The proposed algorithm for motion segmentation and 3D localization is based on the minimization of an objective function. This function includes information from all the cameras, and it does not rely on previous knowledge or invasive landmarks on board the robots. The proposed objective function depends on three groups of variables: the segmentation boundaries, the motion parameters and the depth. For the objective function minimization, we use a greedy iterative algorithm with three steps that, after initialization of segmentation boundaries and depth, are repeated until convergence. |
format | Online Article Text |
id | pubmed-3274220 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-32742202012-02-08 Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots Losada, Cristina Mazo, Manuel Palazuelos, Sira Pizarro, Daniel Marrón, Marta Sensors (Basel) Article This paper presents a method for obtaining the motion segmentation and 3D localization of multiple mobile robots in an intelligent space using a multi-camera sensor system. The set of calibrated and synchronized cameras are placed in fixed positions within the environment (intelligent space). The proposed algorithm for motion segmentation and 3D localization is based on the minimization of an objective function. This function includes information from all the cameras, and it does not rely on previous knowledge or invasive landmarks on board the robots. The proposed objective function depends on three groups of variables: the segmentation boundaries, the motion parameters and the depth. For the objective function minimization, we use a greedy iterative algorithm with three steps that, after initialization of segmentation boundaries and depth, are repeated until convergence. Molecular Diversity Preservation International (MDPI) 2010-04-01 /pmc/articles/PMC3274220/ /pubmed/22319297 http://dx.doi.org/10.3390/s100403261 Text en © 2010 by the authors; licensee Molecular Diversity Preservation International, 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 Losada, Cristina Mazo, Manuel Palazuelos, Sira Pizarro, Daniel Marrón, Marta Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots |
title | Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots |
title_full | Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots |
title_fullStr | Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots |
title_full_unstemmed | Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots |
title_short | Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots |
title_sort | multi-camera sensor system for 3d segmentation and localization of multiple mobile robots |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3274220/ https://www.ncbi.nlm.nih.gov/pubmed/22319297 http://dx.doi.org/10.3390/s100403261 |
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