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A Multiscale Region-Based Motion Detection and Background Subtraction Algorithm
This paper presents a region-based method for background subtraction. It relies on color histograms, texture information, and successive division of candidate rectangular image regions to model the background and detect motion. Our proposed algorithm uses this principle and combines it with Gaussian...
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/PMC3244003/ https://www.ncbi.nlm.nih.gov/pubmed/22205857 http://dx.doi.org/10.3390/s100201041 |
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author | Varcheie, Parisa Darvish Zadeh Sills-Lavoie, Michael Bilodeau, Guillaume-Alexandre |
author_facet | Varcheie, Parisa Darvish Zadeh Sills-Lavoie, Michael Bilodeau, Guillaume-Alexandre |
author_sort | Varcheie, Parisa Darvish Zadeh |
collection | PubMed |
description | This paper presents a region-based method for background subtraction. It relies on color histograms, texture information, and successive division of candidate rectangular image regions to model the background and detect motion. Our proposed algorithm uses this principle and combines it with Gaussian Mixture background modeling to produce a new method which outperforms the classic Gaussian Mixture background subtraction method. Our method has the advantages of filtering noise during image differentiation and providing a selectable level of detail for the contour of the moving shapes. The algorithm is tested on various video sequences and is shown to outperform state-of-the-art background subtraction methods. |
format | Online Article Text |
id | pubmed-3244003 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-32440032011-12-28 A Multiscale Region-Based Motion Detection and Background Subtraction Algorithm Varcheie, Parisa Darvish Zadeh Sills-Lavoie, Michael Bilodeau, Guillaume-Alexandre Sensors (Basel) Article This paper presents a region-based method for background subtraction. It relies on color histograms, texture information, and successive division of candidate rectangular image regions to model the background and detect motion. Our proposed algorithm uses this principle and combines it with Gaussian Mixture background modeling to produce a new method which outperforms the classic Gaussian Mixture background subtraction method. Our method has the advantages of filtering noise during image differentiation and providing a selectable level of detail for the contour of the moving shapes. The algorithm is tested on various video sequences and is shown to outperform state-of-the-art background subtraction methods. Molecular Diversity Preservation International (MDPI) 2010-01-28 /pmc/articles/PMC3244003/ /pubmed/22205857 http://dx.doi.org/10.3390/s100201041 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 Varcheie, Parisa Darvish Zadeh Sills-Lavoie, Michael Bilodeau, Guillaume-Alexandre A Multiscale Region-Based Motion Detection and Background Subtraction Algorithm |
title | A Multiscale Region-Based Motion Detection and Background Subtraction Algorithm |
title_full | A Multiscale Region-Based Motion Detection and Background Subtraction Algorithm |
title_fullStr | A Multiscale Region-Based Motion Detection and Background Subtraction Algorithm |
title_full_unstemmed | A Multiscale Region-Based Motion Detection and Background Subtraction Algorithm |
title_short | A Multiscale Region-Based Motion Detection and Background Subtraction Algorithm |
title_sort | multiscale region-based motion detection and background subtraction algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3244003/ https://www.ncbi.nlm.nih.gov/pubmed/22205857 http://dx.doi.org/10.3390/s100201041 |
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