系统工程与电子技术(英文版)2024,Vol.35Issue(4) :874-887.DOI:10.23919/JSEE.2023.000170

Novel method for extraction of ship target with overlaps in SAR image via EM algorithm

CAO Rui WANG Yong
系统工程与电子技术(英文版)2024,Vol.35Issue(4) :874-887.DOI:10.23919/JSEE.2023.000170

Novel method for extraction of ship target with overlaps in SAR image via EM algorithm

CAO Rui 1WANG Yong1
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作者信息

  • 1. School of Electronics and Information Engineering,Harbin Institute of Technology,Harbin 150001,China
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Abstract

The quality of synthetic aperture radar(SAR)image degrades in the case of multiple imaging projection planes(IPPs)and multiple overlapping ship targets,and then the performance of target classification and recognition can be influenced.For addressing this issue,a method for extracting ship targets with overlaps via the expectation maximization(EM)algorithm is pro-posed.First,the scatterers of ship targets are obtained via the target detection technique.Then,the EM algorithm is applied to extract the scatterers of a single ship target with a single IPP.Afterwards,a novel image amplitude estimation approach is pro-posed,with which the radar image of a single target with a sin-gle IPP can be generated.The proposed method can accom-plish IPP selection and targets separation in the image domain,which can improve the image quality and reserve the target information most possibly.Results of simulated and real mea-sured data demonstrate the effectiveness of the proposed method.

Key words

expectation maximization(EM)algorithm/image processing/imaging projection plane(IPP)/overlapping ship tar-get/synthetic aperture radar(SAR)

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基金项目

National Science Fund for Distinguished Young Scholars(62325104)

出版年

2024
系统工程与电子技术(英文版)
中国航天科工防御技术研究院 中国宇航学会 中国系统工程学会 中国系统仿真学会

系统工程与电子技术(英文版)

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影响因子:0.64
ISSN:1004-4132
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