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Integrating Millimeter Wave Radar with a Monocular Vision Sensor for On-Road Obstacle Detection Applications

This paper presents a systematic scheme for fusing millimeter wave (MMW) radar and a monocular vision sensor for on-road obstacle detection. As a whole, a three-level fusion strategy based on visual attention mechanism and driver’s visual consciousness is provided for MMW radar and monocular vision...

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Detalles Bibliográficos
Autores principales: Wang, Tao, Zheng, Nanning, Xin, Jingmin, Ma, Zheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3231508/
https://www.ncbi.nlm.nih.gov/pubmed/22164117
http://dx.doi.org/10.3390/s110908992
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author Wang, Tao
Zheng, Nanning
Xin, Jingmin
Ma, Zheng
author_facet Wang, Tao
Zheng, Nanning
Xin, Jingmin
Ma, Zheng
author_sort Wang, Tao
collection PubMed
description This paper presents a systematic scheme for fusing millimeter wave (MMW) radar and a monocular vision sensor for on-road obstacle detection. As a whole, a three-level fusion strategy based on visual attention mechanism and driver’s visual consciousness is provided for MMW radar and monocular vision fusion so as to obtain better comprehensive performance. Then an experimental method for radar-vision point alignment for easy operation with no reflection intensity of radar and special tool requirements is put forward. Furthermore, a region searching approach for potential target detection is derived in order to decrease the image processing time. An adaptive thresholding algorithm based on a new understanding of shadows in the image is adopted for obstacle detection, and edge detection is used to assist in determining the boundary of obstacles. The proposed fusion approach is verified through real experimental examples of on-road vehicle/pedestrian detection. In the end, the experimental results show that the proposed method is simple and feasible.
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spelling pubmed-32315082011-12-07 Integrating Millimeter Wave Radar with a Monocular Vision Sensor for On-Road Obstacle Detection Applications Wang, Tao Zheng, Nanning Xin, Jingmin Ma, Zheng Sensors (Basel) Article This paper presents a systematic scheme for fusing millimeter wave (MMW) radar and a monocular vision sensor for on-road obstacle detection. As a whole, a three-level fusion strategy based on visual attention mechanism and driver’s visual consciousness is provided for MMW radar and monocular vision fusion so as to obtain better comprehensive performance. Then an experimental method for radar-vision point alignment for easy operation with no reflection intensity of radar and special tool requirements is put forward. Furthermore, a region searching approach for potential target detection is derived in order to decrease the image processing time. An adaptive thresholding algorithm based on a new understanding of shadows in the image is adopted for obstacle detection, and edge detection is used to assist in determining the boundary of obstacles. The proposed fusion approach is verified through real experimental examples of on-road vehicle/pedestrian detection. In the end, the experimental results show that the proposed method is simple and feasible. Molecular Diversity Preservation International (MDPI) 2011-09-21 /pmc/articles/PMC3231508/ /pubmed/22164117 http://dx.doi.org/10.3390/s110908992 Text en © 2011 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
Wang, Tao
Zheng, Nanning
Xin, Jingmin
Ma, Zheng
Integrating Millimeter Wave Radar with a Monocular Vision Sensor for On-Road Obstacle Detection Applications
title Integrating Millimeter Wave Radar with a Monocular Vision Sensor for On-Road Obstacle Detection Applications
title_full Integrating Millimeter Wave Radar with a Monocular Vision Sensor for On-Road Obstacle Detection Applications
title_fullStr Integrating Millimeter Wave Radar with a Monocular Vision Sensor for On-Road Obstacle Detection Applications
title_full_unstemmed Integrating Millimeter Wave Radar with a Monocular Vision Sensor for On-Road Obstacle Detection Applications
title_short Integrating Millimeter Wave Radar with a Monocular Vision Sensor for On-Road Obstacle Detection Applications
title_sort integrating millimeter wave radar with a monocular vision sensor for on-road obstacle detection applications
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3231508/
https://www.ncbi.nlm.nih.gov/pubmed/22164117
http://dx.doi.org/10.3390/s110908992
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