Topology correction in brain cortex segmentation using a multiscale, graph-based algorithm

被引:105
作者
Han, X
Xu, CY
Braga-Neto, U
Prince, JL
机构
[1] Johns Hopkins Univ, Dept Elect & Comp Engn, Ctr Imaging Sci, Baltimore, MD 21218 USA
[2] Siemens Corp Res Inc, Imaging & Visualizat Dept, Princeton, NJ 08540 USA
关键词
digital topology; segmentation; brain imaging; graph analysis; cortical surface extraction;
D O I
10.1109/42.993130
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Reconstructing an accurate and topologically correct representation of the cortical surface of the brain is an important objective in various neuroscience applications. Most cortical surface reconstruction methods either ignore topology or correct it using manual editing or methods that lead to inaccurate reconstructions. Shattuck and Leahy recently reported a fully automatic method that yields a topologically correct representation with little distortion of the underlying segmentation. We provide an alternate approach that has several advantages over their approach, including the use of arbitrary digital connectivities, a flexible morphology-based multiscale approach, and the option of foreground-only or background-only correction. A detailed analysis of the method's performance on 15 magnetic resonance brain images is provided.
引用
收藏
页码:109 / 121
页数:13
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