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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2011
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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. |
format | Online Article Text |
id | pubmed-3231508 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
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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