Ship Detection in SAR Imagery Based on Density and Clustering

被引:0
|
作者
Hao, Mengxi [1 ]
Luo, Yang [2 ]
Zhai, Wenjing [1 ]
Jin, Songzhi [1 ]
机构
[1] Beijing Aerosp Automat Control Inst, Natl Key Lab Sci & Technol Aerosp Intelligent Con, Beijing, Peoples R China
[2] HiWing Gen Aviat Equipment Co Ltd, Lab UAV Flight Control & Flight Qual, Beijing, Peoples R China
关键词
SAR imagery; ship detection; density; clustering;
D O I
10.1109/CAC51589.2020.9327011
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an algorithm for ship detection based on density and clustering is proposed for SAR imagery. The algorithm includes density map generation, local extremums extraction, target quasi-centers classification, suspected area identification, and detection results determination based on the quasi-centers and the suspected area. The proposed algorithm can effectively reduce the impact of sea clutter, outspread shadows and crossed sidelobes in SAR imagery, and provide more accurate detection results. Finally, the effecttiveness of the algorithm is verified by simulation.
引用
收藏
页码:6974 / 6977
页数:4
相关论文
共 50 条
  • [31] DETECTION OF SHIP WAKES IN SAR IMAGERY USING CAUCHY REGULARISATION
    Yang, Tianqi
    Karakus, Oktay
    Achim, Alin
    2020 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2020, : 3473 - 3477
  • [32] A new CFAR ship target detection method in SAR imagery
    JI Yonggang 1
    Acta Oceanologica Sinica, 2010, 29 (01) : 12 - 16
  • [33] Field truthing experiment of ship detection by using SAR imagery
    Meng, Junmin
    Zhang, Jie
    Wang, Changying
    Yang, Jungang
    REMOTE SENSING AND GIS DATA PROCESSING AND APPLICATIONS; AND INNOVATIVE MULTISPECTRAL TECHNOLOGY AND APPLICATIONS, PTS 1 AND 2, 2007, 6790
  • [34] A Novel Variable Index and Excision CFAR Based Ship Detection Method on SAR Imagery
    Ji, Kefeng
    Xing, Xiangwei
    Zou, Huanxin
    Sun, Jixiang
    JOURNAL OF SENSORS, 2015, 2015
  • [35] Ship Detection Based on Complex Signal Kurtosis in Single-Channel SAR Imagery
    Leng, Xiangguang
    Ji, Kefeng
    Zhou, Shilin
    Xing, Xiangwei
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 57 (09): : 6447 - 6461
  • [36] A PRIORI-KNOWLEDGE BASED SHIP CFAR DETECTION AND DETERMINATION ALGORITHM IN SAR IMAGERY
    Ai, Jiaqiu
    Yang, Xuezhi
    Xu, Zhihuo
    Tian, Ruitian
    IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, : 701 - 704
  • [37] Ship detection based on deep learning using SAR imagery: a systematic literature review
    Yasir, Muhammad
    Jianhua, Wan
    Mingming, Xu
    Hui, Sheng
    Zhe, Zeng
    Shanwei, Liu
    Colak, Arife Tugsan Isiacik
    Hossain, Md Sakaouth
    SOFT COMPUTING, 2023, 27 (01) : 63 - 84
  • [38] AlignMixup-based ship classification in SAR imagery
    Chen, Yongjin
    An, Wentao
    Zou, Bin
    Ren, Peng
    SIGNAL IMAGE AND VIDEO PROCESSING, 2025, 19 (03)
  • [39] SHIP DETECTION WITH SAR BASED ON YOLO
    Jiang, Shaobin
    Zhu, Mingcang
    He, Yong
    Zheng, Zezhong
    Zhou, Fangrong
    Zhou, Guoqing
    IGARSS 2020 - 2020 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2020, : 1647 - 1650
  • [40] Ship Detection in Ice-Infested Waters Based on Dual-Polarization SAR Imagery
    Brekke, Camilla
    Anfinsen, Stian Normann
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2011, 8 (03) : 391 - 395