Sonar Image Segmentation based on an Improved Level Set Method

被引:6
|
作者
Liu, Guangyu [1 ]
Bian, Hongyu [1 ]
Shi, Hong [1 ]
机构
[1] Harbin Engn Univ, Coll Underwater Acoust Engn, Harbin, Peoples R China
关键词
sonar image; image segmentation; level set; morphological operations;
D O I
10.1016/j.phpro.2012.05.192
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Aiming at the problem that the existing image segmentation methods cannot be accurately applied in sonar image segmentation, an improved level set sonar image segmentation method was proposed in this paper. Firstly, this paper analyzed the different characteristics of sonar image from the optical image, and the biggest drawback among them is the existence of shadow interference, namely for a sonar image with shadow part, the traditional level set segmentation algorithm will often make the shadow as the segmentation target to be exported out because the feature of sonar target object is not significant enough; Secondly, to overcome the shadow negative effects in sonar image segmentation and achieve selective segmentation, this paper did sonar image preprocessing by morphological top-hat and bottom-hat transformation, then carried on level set method without re-initialization and constructed an improved level set sonar image segmentation system; finally, compared the improved level set method with the traditional level set method in the simulation experiment, and the results showed that the improved level set segmentation method is more adapted to sonar image with uneven background. (C) 2012 Published by Elsevier B. V. Selection and/or peer review under responsibility of ICMPBE International Committee.
引用
下载
收藏
页码:1168 / 1175
页数:8
相关论文
共 50 条
  • [31] Shape-Based Level Set Method for Image Segmentation
    Huang, Chieh-Ling
    HIS 2009: 2009 NINTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, VOL 1, PROCEEDINGS, 2009, : 243 - 246
  • [32] Medical image segmentation based on the Bayesian level set method
    Chen, Yao-Tien
    Tseng, Din-Chang
    MEDICAL IMAGING AND INFORMATICS, 2008, 4987 : 25 - +
  • [33] Level set method for image segmentation based on moment competition
    Min, Hai
    Wang, Xiao-Feng
    Huang, De-Shuang
    Jin, Jing
    Wang, Hong-Zhi
    Li, Hai
    JOURNAL OF ELECTRONIC IMAGING, 2015, 24 (03)
  • [34] Cellular Automata based level set method for image segmentation
    Chen, Yu
    Yan, Zhuangzhi
    Chu, Yungao
    2007 IEEE/ICME INTERNATIONAL CONFERENCE ON COMPLEX MEDICAL ENGINEERING, VOLS 1-4, 2007, : 171 - 174
  • [35] Underwater image segmentation based on fast level set method
    Li, Yujie
    Xu, Huiliang
    Li, Yun
    Lu, Huimin
    Serikawa, Seiichi
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2019, 19 (04) : 562 - 569
  • [36] Statistical model based on level set method for image segmentation
    Lin, P
    Zheng, CX
    Yang, Y
    Gu, JW
    FOURTH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY, PROCEEDINGS, 2004, : 143 - 148
  • [37] An improved image segmentation approach based on level set and mathematical morphology
    Li, H
    Elmoataz, A
    Fadili, J
    Ruan, S
    THIRD INTERNATIONAL SYMPOSIUM ON MULTISPECTRAL IMAGE PROCESSING AND PATTERN RECOGNITION, PTS 1 AND 2, 2003, 5286 : 851 - 854
  • [38] A CT Image Segmentation Algorithm Based on Level Set Method
    QU Jing-yi
    Chinese Journal of Biomedical Engineering, 2006, (02) : 47 - 52
  • [39] An Image Segmentation Method based on Level Set and Structure Tensor
    Li Chengmao
    Chen Yongming
    2010 ETP/IITA CONFERENCE ON TELECOMMUNICATION AND INFORMATION (TEIN 2010), 2010, : 137 - +
  • [40] A medical image segmentation based on improved fuzzy clustering and level set
    Li, Wenhui
    Zhu, Jinlong
    Xu, Jing
    Liu, Yongjian
    Wang, Yang
    Journal of Information and Computational Science, 2013, 10 (17): : 5599 - 5606