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A Novel Abandoned Object Detection System Based on Three-Dimensional Image Information

A new idea of an abandoned object detection system for road traffic surveillance systems based on three-dimensional image information is proposed in this paper to prevent traffic accidents. A novel Binocular Information Reconstruction and Recognition (BIRR) algorithm is presented to implement the ne...

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Detalles Bibliográficos
Autores principales: Zeng, Yiliang, Lan, Jinhui, Ran, Bin, Gao, Jing, Zou, Jinlin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4435180/
https://www.ncbi.nlm.nih.gov/pubmed/25806869
http://dx.doi.org/10.3390/s150306885
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author Zeng, Yiliang
Lan, Jinhui
Ran, Bin
Gao, Jing
Zou, Jinlin
author_facet Zeng, Yiliang
Lan, Jinhui
Ran, Bin
Gao, Jing
Zou, Jinlin
author_sort Zeng, Yiliang
collection PubMed
description A new idea of an abandoned object detection system for road traffic surveillance systems based on three-dimensional image information is proposed in this paper to prevent traffic accidents. A novel Binocular Information Reconstruction and Recognition (BIRR) algorithm is presented to implement the new idea. As initial detection, suspected abandoned objects are detected by the proposed static foreground region segmentation algorithm based on surveillance video from a monocular camera. After detection of suspected abandoned objects, three-dimensional (3D) information of the suspected abandoned object is reconstructed by the proposed theory about 3D object information reconstruction with images from a binocular camera. To determine whether the detected object is hazardous to normal road traffic, road plane equation and height of suspected-abandoned object are calculated based on the three-dimensional information. Experimental results show that this system implements fast detection of abandoned objects and this abandoned object system can be used for road traffic monitoring and public area surveillance.
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spelling pubmed-44351802015-05-19 A Novel Abandoned Object Detection System Based on Three-Dimensional Image Information Zeng, Yiliang Lan, Jinhui Ran, Bin Gao, Jing Zou, Jinlin Sensors (Basel) Article A new idea of an abandoned object detection system for road traffic surveillance systems based on three-dimensional image information is proposed in this paper to prevent traffic accidents. A novel Binocular Information Reconstruction and Recognition (BIRR) algorithm is presented to implement the new idea. As initial detection, suspected abandoned objects are detected by the proposed static foreground region segmentation algorithm based on surveillance video from a monocular camera. After detection of suspected abandoned objects, three-dimensional (3D) information of the suspected abandoned object is reconstructed by the proposed theory about 3D object information reconstruction with images from a binocular camera. To determine whether the detected object is hazardous to normal road traffic, road plane equation and height of suspected-abandoned object are calculated based on the three-dimensional information. Experimental results show that this system implements fast detection of abandoned objects and this abandoned object system can be used for road traffic monitoring and public area surveillance. MDPI 2015-03-23 /pmc/articles/PMC4435180/ /pubmed/25806869 http://dx.doi.org/10.3390/s150306885 Text en © 2015 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/4.0/).
spellingShingle Article
Zeng, Yiliang
Lan, Jinhui
Ran, Bin
Gao, Jing
Zou, Jinlin
A Novel Abandoned Object Detection System Based on Three-Dimensional Image Information
title A Novel Abandoned Object Detection System Based on Three-Dimensional Image Information
title_full A Novel Abandoned Object Detection System Based on Three-Dimensional Image Information
title_fullStr A Novel Abandoned Object Detection System Based on Three-Dimensional Image Information
title_full_unstemmed A Novel Abandoned Object Detection System Based on Three-Dimensional Image Information
title_short A Novel Abandoned Object Detection System Based on Three-Dimensional Image Information
title_sort novel abandoned object detection system based on three-dimensional image information
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4435180/
https://www.ncbi.nlm.nih.gov/pubmed/25806869
http://dx.doi.org/10.3390/s150306885
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