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
[21]   Spatial models for fuzzy clustering [J].
Pham, DL .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2001, 84 (02) :285-297
[22]   One-year age changes in MRI brain volumes in older adults [J].
Resnick, SM ;
Goldszal, AF ;
Davatzikos, C ;
Golski, S ;
Kraut, MA ;
Metter, EJ ;
Bryan, RN ;
Zonderman, AB .
CEREBRAL CORTEX, 2000, 10 (05) :464-472
[23]  
SEGONNE F, 2007, IEEE T MED IMAG, V26
[24]  
SETHIAN J. A., 1999, LEVEL SET METHODS FA
[25]  
SHATTUCK DW, 2001, IEEE T MED IMAG, V20
[26]   Extraction of topologically simple isosurfaces from volume datasets [J].
Szymczak, A ;
Vanderhyde, J .
IEEE VISUALIZATION 2003, PROCEEDINGS, 2003, :67-74
[27]   Cortical reconstruction using implicit surface evolution: Accuracy and precision analysis [J].
Tosun, D ;
Rettmann, ME ;
Naiman, DQ ;
Resnick, SM ;
Kraut, MA ;
Prince, JL .
NEUROIMAGE, 2006, 29 (03) :838-852
[28]   Automated model-based tissue classification of MR images of the brain [J].
Van Leemput, K ;
Maes, F ;
Vandermeulen, D ;
Suetens, P .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1999, 18 (10) :897-908
[29]   TWO-DIMENSIONAL MAPS OF THE CEREBRAL-CORTEX [J].
VANESSEN, DC ;
MAUNSELL, JHR .
JOURNAL OF COMPARATIVE NEUROLOGY, 1980, 191 (02) :255-281
[30]  
WEBER GH, 2003, P JOINT EUROGRAPHICS