Using a deformable surface model to obtain a shape representation of the cortex

被引:134
作者
Davatzikos, C
Bryan, RN
机构
[1] Department of Radiology and Radiological Science, Johns Hopkins University, School of Medicine, Baltimore, MD 21287
基金
美国国家卫生研究院;
关键词
D O I
10.1109/42.544496
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper examines the problem of obtaining a mathematical representation of the outer cortex of the human brain, which is a key problem in several applications, including morphological analysis of the brain, and spatial normalization and registration of brain images. A parameterization of the outer cortex is first obtained using a deformable surface algorithm which, motivated by the structure of the cortex, is constructed to find the central layer of thick surfaces. Based on this parameterization, a hierarchical representation of the outer cortical structure is proposed through its depth map and its curvature maps at various scales. Various experiments on magnetic resonance data are presented.
引用
收藏
页码:785 / 795
页数:11
相关论文
共 41 条
[21]  
Golub GH, 2013, Matrix Computations, V4
[22]   SHAPE IN MACHINE VISION [J].
HOGG, DC .
IMAGE AND VISION COMPUTING, 1993, 11 (06) :309-316
[23]   EXTENDED GAUSSIAN IMAGES [J].
HORN, BKP .
PROCEEDINGS OF THE IEEE, 1984, 72 (12) :1671-1686
[24]  
KAMBHAMETTU C, 1994, CVGIP-IMAG UNDERSTAN, V60, P26, DOI 10.1006/ciun.1994.1029
[25]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[26]  
MacDonald D, 1994, P SOC PHOTO-OPT INS, V2359, P160
[27]   SHAPE MODELING WITH FRONT PROPAGATION - A LEVEL SET APPROACH [J].
MALLADI, R ;
SETHIAN, JA ;
VEMURI, BC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (02) :158-175
[28]   CLOSED-FORM SOLUTIONS FOR PHYSICALLY BASED SHAPE MODELING AND RECOGNITION [J].
PENTLAND, A ;
SCLAROFF, S .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (07) :715-729
[29]  
POLI R, 1994, CVGIP-IMAG UNDERSTAN, V60, P1, DOI 10.1006/ciun.1994.1028
[30]   GENERIC CURVATURE FEATURES FROM 3-D IMAGES [J].
SANDER, PT .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1989, 19 (06) :1623-1636