Topology correction of segmented medical images using a fast marching algorith

被引:37
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
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