Segmentation of Human Skull in MRI Using Statistical Shape Information From CT Data

	Segmentation of Human Skull in MRI Using Statistical Shape Information From CT Data
	Defeng Wang; Lin Shi; Winnie C.W. Chu; Jack C.Y. Cheng; Pheng Ann Heng
刊名	JOURNAL OF MAGNETIC RESONANCE IMAGING
	2009
卷号	30 期号:3 页码:490-498
英文摘要	Purpose: To automatically segment the skull from the MRI data using a model-based three-dimensional segmentation scheme.Materials and Methods: This study exploited the statistical anatomy extracted from the CT data of a group of subjects by means of constructing an active shape model of the skull surfaces. To construct a reliable shape model, a novel approach was proposed to optimize the automatic landmarking on the coupled surfaces (i.e., the skull vault) by minimizing the description length that incorporated local thickness information. This model was then used to locate the skull shape in MRI of a different group of patients.Results: Compared with performing landmarking separately on the coupled surfaces, the proposed landmarking method constructed models that had better generalization ability and specificity. The segmentation accuracies were measured by the Dice coefficient and the set difference, and compared with the method based on mathematical morphology operations. Conclusion: The proposed approach using the active shape model based on the statistical skull anatomy presented in the head CT data contributes to more reliable segmentation of the skull from MRI data
收录类别	SCI
原文出处	http://apps.webofknowledge.com/full_record.do?product=WOS&search_mode=GeneralSearch&qid=37&SID=Z1OCGLmEag2tSsLlOak&page=1&doc=1
语种	英语
内容类型	期刊论文
源URL	[http://ir.siat.ac.cn:8080/handle/172644/2357]
专题	深圳先进技术研究院_集成所
作者单位	JOURNAL OF MAGNETIC RESONANCE IMAGING
推荐引用方式 GB/T 7714	Defeng Wang,Lin Shi,Winnie C.W. Chu,et al. Segmentation of Human Skull in MRI Using Statistical Shape Information From CT Data[J]. JOURNAL OF MAGNETIC RESONANCE IMAGING,2009,30(3):490-498.
APA	Defeng Wang,Lin Shi,Winnie C.W. Chu,Jack C.Y. Cheng,&Pheng Ann Heng.(2009).Segmentation of Human Skull in MRI Using Statistical Shape Information From CT Data.JOURNAL OF MAGNETIC RESONANCE IMAGING,30(3),490-498.
MLA	Defeng Wang,et al."Segmentation of Human Skull in MRI Using Statistical Shape Information From CT Data".JOURNAL OF MAGNETIC RESONANCE IMAGING 30.3(2009):490-498.