A Parallel Markov Cerebrovascular Segmentation Algorithm Based on Statistical Model

doi:10.1007/s11390-016-1634-6

	A Parallel Markov Cerebrovascular Segmentation Algorithm Based on Statistical Model
	Cao, Rong-Fei 1,2; Wang, Xing-Ce 1,2; Wu, Zhong-Ke 1,2; Zhou, Ming-Quan 1,2; Liu, Xin-Yu 3
	2016-03-01
发表期刊	JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
ISSN	1000-9000
卷号	31 期号:2 页码:400-416
摘要	For segmenting cerebral blood vessels from the time-of-flight magnetic resonance angiography (TOF-MRA) images accurately, we propose a parallel segmentation algorithm based on statistical model with Markov random field (MRF). Firstly, we improve traditional non-local means filter with patch-based Fourier transformation to preprocess the TOF-MRA images. In this step, we mainly utilize the sparseness and self-similarity of the MRA brain images sequence. Secondly, we add the MRF information to the finite mixture mode (FMM) to fit the intensity distribution of medical images. We make use of the MRF in image sequence to estimate the proportion of cerebral tissues. Finally, we choose the particle swarm optimization (PSO) algorithm to parallelize the parameter estimation of FMM. A large number of experiments verify the high accuracy and robustness of our approach especially for narrow vessels. The work will offer significant assistance for physicians on the prevention and diagnosis of cerebrovascular diseases.
关键词	cerebrovascular segmentation non-local means filtering Markov random field particle swarm optimization algorithm
DOI	10.1007/s11390-016-1634-6
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[61271366] ; National High Technology Research and Development 863 Program of China[2015AA020506]
WOS研究方向	Computer Science
WOS类目	Computer Science, Hardware & Architecture ; Computer Science, Software Engineering
WOS记录号	WOS:000372154100012
出版者	SCIENCE PRESS
引用统计	被引频次：9[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/8672
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Wang, Xing-Ce
作者单位	1.Beijing Normal Univ, Dept Informat Sci & Technol, Beijing 100875, Peoples R China 2.Minist Educ, Engn Res Ctr Virtual Real & Applicat, Beijing 100875, Peoples R China 3.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Cao, Rong-Fei,Wang, Xing-Ce,Wu, Zhong-Ke,et al. A Parallel Markov Cerebrovascular Segmentation Algorithm Based on Statistical Model[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2016,31(2):400-416.
APA	Cao, Rong-Fei,Wang, Xing-Ce,Wu, Zhong-Ke,Zhou, Ming-Quan,&Liu, Xin-Yu.(2016).A Parallel Markov Cerebrovascular Segmentation Algorithm Based on Statistical Model.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,31(2),400-416.
MLA	Cao, Rong-Fei,et al."A Parallel Markov Cerebrovascular Segmentation Algorithm Based on Statistical Model".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 31.2(2016):400-416.