Segmentation of volumetric MRA images by using capillary active contour

被引:84
作者
Yan, Pingkun [1 ]
Kassim, Ashraf A. [1 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 119260, Singapore
关键词
magnetic resonance angiography; vessel segmentation; capillary action; deformable models; geodesic active contour; level set;
D O I
10.1016/j.media.2005.12.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Precise segmentation of three-dimensional (313) magnetic resonance angiography (MRA) images can be a very useful computer aided diagnosis (CAD) tool for clinical routines. Level sets based evolution schemes, which have been shown to be effective and easy to implement for many segmentation applications, are being applied to MRA data sets. In this paper, we present a segmentation scheme for accurately extracting vasculature from MRA images. Our proposed algorithm models capillary action and derives a capillary active contour for segmentation of thin vessels. The algorithm is implemented using the level set method and has been applied successfully on real 3D MRA images. Compared with other state-of-the-art MRA segmentation algorithms, experiments show that our method facilitates more accurate segmentation of thin blood vessels. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:317 / 329
页数:13
相关论文
共 39 条
[1]  
Ambrosio L, 1996, J DIFFER GEOM, V43, P693
[2]  
Ayache N, 1996, COMPUTER INTEGRATED, P59
[3]   Initialization, noise, singularities, and scale in height ridge traversal for tubular object centerline extraction [J].
Aylward, SR ;
Bullitt, E .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2002, 21 (02) :61-75
[4]   Minimal surfaces based object segmentation [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (04) :394-398
[5]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[6]   A GEOMETRIC MODEL FOR ACTIVE CONTOURS IN IMAGE-PROCESSING [J].
CASELLES, V ;
CATTE, F ;
COLL, T ;
DIBOS, F .
NUMERISCHE MATHEMATIK, 1993, 66 (01) :1-31
[7]   ON ACTIVE CONTOUR MODELS AND BALLOONS [J].
COHEN, LD .
CVGIP-IMAGE UNDERSTANDING, 1991, 53 (02) :211-218
[8]  
Descoteaux M, 2004, LECT NOTES COMPUT SC, V3216, P500
[9]  
Finn R., 1986, EQUILIBRIUM CAPILLAR
[10]   Model-based quantitation of 3-D magnetic resonance angiographic images [J].
Frangi, AF ;
Niessen, WJ ;
Hoogeveen, RM ;
van Walsum, T ;
Viergever, MA .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1999, 18 (10) :946-956