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
相关论文
共 31 条
  • [21] Spatial models for fuzzy clustering
    Pham, DL
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2001, 84 (02) : 285 - 297
  • [22] One-year age changes in MRI brain volumes in older adults
    Resnick, SM
    Goldszal, AF
    Davatzikos, C
    Golski, S
    Kraut, MA
    Metter, EJ
    Bryan, RN
    Zonderman, AB
    [J]. 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
    Szymczak, A
    Vanderhyde, J
    [J]. IEEE VISUALIZATION 2003, PROCEEDINGS, 2003, : 67 - 74
  • [27] Cortical reconstruction using implicit surface evolution: Accuracy and precision analysis
    Tosun, D
    Rettmann, ME
    Naiman, DQ
    Resnick, SM
    Kraut, MA
    Prince, JL
    [J]. NEUROIMAGE, 2006, 29 (03) : 838 - 852
  • [28] Automated model-based tissue classification of MR images of the brain
    Van Leemput, K
    Maes, F
    Vandermeulen, D
    Suetens, P
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 1999, 18 (10) : 897 - 908
  • [29] TWO-DIMENSIONAL MAPS OF THE CEREBRAL-CORTEX
    VANESSEN, DC
    MAUNSELL, JHR
    [J]. JOURNAL OF COMPARATIVE NEUROLOGY, 1980, 191 (02) : 255 - 281
  • [30] WEBER GH, 2003, P JOINT EUROGRAPHICS