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An Adaptive Ship Detection Scheme for Spaceborne SAR Imagery
With the rapid development of spaceborne synthetic aperture radar (SAR) and the increasing need of ship detection, research on adaptive ship detection in spaceborne SAR imagery is of great importance. Focusing on practical problems of ship detection, this paper presents a highly adaptive ship detect...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5038623/ https://www.ncbi.nlm.nih.gov/pubmed/27563902 http://dx.doi.org/10.3390/s16091345 |
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author | Leng, Xiangguang Ji, Kefeng Zhou, Shilin Xing, Xiangwei Zou, Huanxin |
author_facet | Leng, Xiangguang Ji, Kefeng Zhou, Shilin Xing, Xiangwei Zou, Huanxin |
author_sort | Leng, Xiangguang |
collection | PubMed |
description | With the rapid development of spaceborne synthetic aperture radar (SAR) and the increasing need of ship detection, research on adaptive ship detection in spaceborne SAR imagery is of great importance. Focusing on practical problems of ship detection, this paper presents a highly adaptive ship detection scheme for spaceborne SAR imagery. It is able to process a wide range of sensors, imaging modes and resolutions. Two main stages are identified in this paper, namely: ship candidate detection and ship discrimination. Firstly, this paper proposes an adaptive land masking method using ship size and pixel size. Secondly, taking into account the imaging mode, incidence angle, and polarization channel of SAR imagery, it implements adaptive ship candidate detection in spaceborne SAR imagery by applying different strategies to different resolution SAR images. Finally, aiming at different types of typical false alarms, this paper proposes a comprehensive ship discrimination method in spaceborne SAR imagery based on confidence level and complexity analysis. Experimental results based on RADARSAT-1, RADARSAT-2, TerraSAR-X, RS-1, and RS-3 images demonstrate that the adaptive scheme proposed in this paper is able to detect ship targets in a fast, efficient and robust way. |
format | Online Article Text |
id | pubmed-5038623 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-50386232016-09-29 An Adaptive Ship Detection Scheme for Spaceborne SAR Imagery Leng, Xiangguang Ji, Kefeng Zhou, Shilin Xing, Xiangwei Zou, Huanxin Sensors (Basel) Article With the rapid development of spaceborne synthetic aperture radar (SAR) and the increasing need of ship detection, research on adaptive ship detection in spaceborne SAR imagery is of great importance. Focusing on practical problems of ship detection, this paper presents a highly adaptive ship detection scheme for spaceborne SAR imagery. It is able to process a wide range of sensors, imaging modes and resolutions. Two main stages are identified in this paper, namely: ship candidate detection and ship discrimination. Firstly, this paper proposes an adaptive land masking method using ship size and pixel size. Secondly, taking into account the imaging mode, incidence angle, and polarization channel of SAR imagery, it implements adaptive ship candidate detection in spaceborne SAR imagery by applying different strategies to different resolution SAR images. Finally, aiming at different types of typical false alarms, this paper proposes a comprehensive ship discrimination method in spaceborne SAR imagery based on confidence level and complexity analysis. Experimental results based on RADARSAT-1, RADARSAT-2, TerraSAR-X, RS-1, and RS-3 images demonstrate that the adaptive scheme proposed in this paper is able to detect ship targets in a fast, efficient and robust way. MDPI 2016-08-23 /pmc/articles/PMC5038623/ /pubmed/27563902 http://dx.doi.org/10.3390/s16091345 Text en © 2016 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 Leng, Xiangguang Ji, Kefeng Zhou, Shilin Xing, Xiangwei Zou, Huanxin An Adaptive Ship Detection Scheme for Spaceborne SAR Imagery |
title | An Adaptive Ship Detection Scheme for Spaceborne SAR Imagery |
title_full | An Adaptive Ship Detection Scheme for Spaceborne SAR Imagery |
title_fullStr | An Adaptive Ship Detection Scheme for Spaceborne SAR Imagery |
title_full_unstemmed | An Adaptive Ship Detection Scheme for Spaceborne SAR Imagery |
title_short | An Adaptive Ship Detection Scheme for Spaceborne SAR Imagery |
title_sort | adaptive ship detection scheme for spaceborne sar imagery |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5038623/ https://www.ncbi.nlm.nih.gov/pubmed/27563902 http://dx.doi.org/10.3390/s16091345 |
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