Sonar Image Segmentation based on an Improved Level Set Method

被引:7
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
来源
2012 INTERNATIONAL CONFERENCE ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING (ICMPBE2012) | 2012年 / 33卷
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
收藏
页码:1168 / 1175
页数:8
相关论文
共 10 条
[1]  
[Anonymous], 2007, 2007 IEEE C COMPUTER, DOI DOI 10.1109/CVPR.2007.383014
[2]  
Chen Xiaofeng, 2008, Microcomputer Information, V24, P310
[3]  
DEMOUSTIER C, 1990, IEEE J OCEANIC ENG, V15, P84, DOI 10.1109/48.50693
[4]  
Li CM, 2005, PROC CVPR IEEE, P430
[5]   Image segmentation algorithm using watershed transform and level set method [J].
Li, Ning ;
Liu, Miaomiao ;
Li, Youfu .
2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL I, PTS 1-3, PROCEEDINGS, 2007, :613-+
[6]   Optimal Topology Design of Magnetic Devices Using Level-Set Method [J].
Park, Sang-in ;
Min, Seungjae .
IEEE TRANSACTIONS ON MAGNETICS, 2009, 45 (03) :1610-1613
[7]  
Shi Hong, 2010, 2010 5th International Conference on Computer Science & Education (ICCSE 2010), P1760, DOI 10.1109/ICCSE.2010.5593834
[8]  
Sun N., 2008, P INT WORKSH ED TECH, P704
[9]   A multiphase level set framework for image segmentation using the Mumford and Shah model [J].
Vese, LA ;
Chan, TF .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2002, 50 (03) :271-293
[10]  
Zhuofu L., 2005, IEEE INT C INF ACQ, V6, P5