Segmentation of medical images using Selective Binary and Gaussian Filtering Regularized Level Set (SBGFRLS) method

被引:3
作者
Banerjee, Supratik [1 ]
Bhattacharya, Mahua [1 ]
机构
[1] Indian Inst Informat Technol & Management, Gwalior, India
来源
2010 3RD INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI 2010), VOLS 1-7 | 2010年
关键词
Active contours; Signed pressure function; Geodesic active contours; Chan-Vese model; Image segmentation; Level set method; ACTIVE CONTOURS;
D O I
10.1109/BMEI.2010.5639990
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper implements the Selective Binary and Gaussian Filtering regularized level set (SBGFRLS) method for segmentation of medical images. The SBGFRLS is a region based active contour model. The advantages of this method is as follows. Firstly, the signed pressure function(SPF) can efficiently stop the contours at weak or blurred edges. Secondly, exterior and interior boundaries can be detected no matter where the initial contour starts. Experiments on medical images demonstrates the utility of this method. Finally, we have shown the relation between a and number of iterations required in the algorithm to get optimal result.
引用
收藏
页码:541 / 545
页数:5
相关论文
共 18 条
[1]  
[Anonymous], 2002, Applied Mathematical Sciences
[2]  
[Anonymous], 2000, IEEE TRANSACTION PAT, DOI DOI 10.1109/TPAMI.2000.824818
[3]  
[Anonymous], 2002, Mathematical Problems in Image Processing-Partial Differential Equations and the Calculus of Variations
[4]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[5]  
CASELLES V, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P694, DOI 10.1109/ICCV.1995.466871
[6]   Active contours without edges [J].
Chan, TF ;
Vese, LA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (02) :266-277
[7]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[8]   Minimization of region-scalable fitting energy for image segmentation [J].
Li, Chunming ;
Kao, Chiu-Yen ;
Gore, Joint C. ;
Ding, Zhaohua .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (10) :1940-1949
[9]  
Li CM, 2005, PROC CVPR IEEE, P430
[10]   A binary level set model and some applications to Mumford-Shah image segmentation [J].
Lie, J ;
Lysaker, M ;
Tai, XC .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (05) :1171-1181