Cerebellum segmentation employing texture properties and knowledge based image processing: applied to normal adult controls and patients

被引:25
作者
Saeed, N [1 ]
Puri, BK [1 ]
机构
[1] Hammersmith Hosp, Imperial Coll Sch Med, MRC, Clin Sci Ctr,MRI Unit, London W12 0HS, England
关键词
MRI; cerebellum; edge-enhancement; segmentation; texture;
D O I
10.1016/S0730-725X(02)00508-8
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
A semi-automated method is described for segmenting the cerebellum from T-1-weighted 3-dimensional magnetic resonance imaging scans of adult controls and patients. The method relies on prior knowledge involving a user-defined template as a guide to aid the segmentation of the cerebellum. As the gray and white matter intensity distribution in the cerebellum has a complex pattern, texture information that identified the "graininess" was employed to capture the intensity distribution of voxels. The textural information was used to group voxels in a small circular structuring element as belonging to the cerebellum region. The cerebella from scans of 15 of the 20 subjects were segmented both manually and using the semi-automated procedure; the results were strongly correlated (r = 0.985, n = 15, p < 0.0001), and the volumes obtained from the two methods differed by 2.3%. The cerebellar volumes in 10 normal-subjects and 10 age- and sex-matched patients with a neuropsychiatric disorder (schizophrenia) did not differ significantly (P = 0.18). The whole cerebellum was segmented in approximately 30 min using the semi-automated procedure. The method described is robust, easy-to-use, fairly fast and gives objective measurements. (C) 2002 Elsevier Science Inc. All rights reserved.
引用
收藏
页码:425 / 429
页数:5
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