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A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar
Maritime moving target detection and tracking through particle filter based track-before-detect (PF-TBD) has significant practical value for airborne forward-looking scanning radar. However, villainous weather and surging of ocean waves make it extremely difficult to accurately obtain a statistical...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6479950/ https://www.ncbi.nlm.nih.gov/pubmed/30986923 http://dx.doi.org/10.3390/s19071586 |
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author | Huo, Weibo Pei, Jifang Huang, Yulin Zhang, Qian Yang, Jianyu |
author_facet | Huo, Weibo Pei, Jifang Huang, Yulin Zhang, Qian Yang, Jianyu |
author_sort | Huo, Weibo |
collection | PubMed |
description | Maritime moving target detection and tracking through particle filter based track-before-detect (PF-TBD) has significant practical value for airborne forward-looking scanning radar. However, villainous weather and surging of ocean waves make it extremely difficult to accurately obtain a statistical model for sea clutter. As the likelihood ratio calculation in PF-TBD is dependent on the distribution of the clutter, the performance of traditional distribution-based PF-TBD seriously declines. To resolve these difficulties, this paper proposes a new target detection and tracking method, named spectral-residual-binary-entropy-based PF-TBD (SRBE-PF-TBD), which is independent from the prior knowledge of sea clutter. In the proposed method, the likelihood ratio calculation is implemented by first extracting the spectral residual of the input image to obtain the saliency map, and then constructing likelihood ratio through a binarization processing and information entropy calculation. Simulation results show that the proposed method had superior performance of maritime moving target detection and tracking. |
format | Online Article Text |
id | pubmed-6479950 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-64799502019-04-29 A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar Huo, Weibo Pei, Jifang Huang, Yulin Zhang, Qian Yang, Jianyu Sensors (Basel) Article Maritime moving target detection and tracking through particle filter based track-before-detect (PF-TBD) has significant practical value for airborne forward-looking scanning radar. However, villainous weather and surging of ocean waves make it extremely difficult to accurately obtain a statistical model for sea clutter. As the likelihood ratio calculation in PF-TBD is dependent on the distribution of the clutter, the performance of traditional distribution-based PF-TBD seriously declines. To resolve these difficulties, this paper proposes a new target detection and tracking method, named spectral-residual-binary-entropy-based PF-TBD (SRBE-PF-TBD), which is independent from the prior knowledge of sea clutter. In the proposed method, the likelihood ratio calculation is implemented by first extracting the spectral residual of the input image to obtain the saliency map, and then constructing likelihood ratio through a binarization processing and information entropy calculation. Simulation results show that the proposed method had superior performance of maritime moving target detection and tracking. MDPI 2019-04-02 /pmc/articles/PMC6479950/ /pubmed/30986923 http://dx.doi.org/10.3390/s19071586 Text en © 2019 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 (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Huo, Weibo Pei, Jifang Huang, Yulin Zhang, Qian Yang, Jianyu A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar |
title | A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar |
title_full | A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar |
title_fullStr | A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar |
title_full_unstemmed | A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar |
title_short | A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar |
title_sort | new maritime moving target detection and tracking method for airborne forward-looking scanning radar |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6479950/ https://www.ncbi.nlm.nih.gov/pubmed/30986923 http://dx.doi.org/10.3390/s19071586 |
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