Topology correction of segmented medical images using a fast marching algorith

被引:39
作者
Bazin, Pierre-Louis [1 ]
Pham, Dzunq L. [1 ]
机构
[1] Johns Hopkins Univ, Dept Radiol & Radiol Sci, Neuroradiol Div, Lab Med Image Comp, Baltimore, MD 21218 USA
关键词
topology correction; fast marching methods; segmentation; brain imaging;
D O I
10.1016/j.cmpb.2007.08.006
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We present here a new method for correcting the topology of objects segmented from medical images. Whereas previous techniques alter a surface obtained from a binary segmentation of the object, our technique can be applied directly to the image intensities of a probabilistic or fuzzy segmentation, thereby propagating the topology for all isosurfaces of the object. From an analysis of topological changes and critical points in implicit surfaces, we derive a topology propagation algorithm that enforces any desired topology using a fast marching technique. The method has been applied successfully to the correction of the cortical gray matter/white matter interface in segmented brain images and is publicly released as a software plug-in for the MIPAV package. (c) 2007 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:182 / 190
页数:9
相关论文
共 31 条
[1]  
[Anonymous], P INT C INF PROC MED
[2]  
[Anonymous], P INT C INF PROC MED
[3]  
[Anonymous], 1979, A Combinatorial Introduction to Topology
[4]   Topology-preserving tissue classification of magnetic resonance brain images [J].
Bazin, Pierre-Louis ;
Pham, Dzung L. .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2007, 26 (04) :487-496
[5]   Volumetric neuroimage analysis extensions for the MIPAV software package [J].
Bazin, Pierre-Louis ;
Cuzzocreo, Jennifer L. ;
Yassa, Michael A. ;
Gandler, William ;
McAuliffe, Matthew J. ;
Bassett, Susan S. ;
Pham, Dzung L. .
JOURNAL OF NEUROSCIENCE METHODS, 2007, 165 (01) :111-121
[6]  
BAZIN PL, 2005, P 8 INT C MED IM COM
[7]   SIMPLE POINTS, TOPOLOGICAL NUMBERS AND GEODESIC NEIGHBORHOODS IN CUBIC GRIDS [J].
BERTRAND, G .
PATTERN RECOGNITION LETTERS, 1994, 15 (10) :1003-1011
[8]   Sub-voxel topology control for level-set surfaces [J].
Bischoff, S ;
Kobbelt, L .
COMPUTER GRAPHICS FORUM, 2003, 22 (03) :273-280
[9]   Topological operators for grayscale image processing [J].
Couprie, M ;
Bezerra, FN ;
Bertrand, G .
JOURNAL OF ELECTRONIC IMAGING, 2001, 10 (04) :1003-1015
[10]  
FISCHL B, 2001, IEEE T MED IMAG, V20