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题名: An Effective Approach for Automatic LV Segmentation Based on GMM and ASM
作者: Ma, YR; Wang, DY; Ma, YD; Lei, R; Dong, M; Wang, KM; Wang, L
收录类别: CPCI-S
出版日期: 2016
会议名称: 23rd International Conference on Neural Information Processing (ICONIP)
会议日期: OCT 16-21, 2016
会议地点: Kyoto, JAPAN
英文摘要: In this paper, we propose a novel approach for automatic left ventricle (LV) segmentation in cardiac magnetic resonance images (CMRI). This algorithm incorporates three key techniques: (1) the mid-ventricular coarse segmentation based on Gaussian mixture model (GMM); (2) the mid-slice endo-/epi-cardial initialization based on geometric transformation; (3) the myocardium tracking based on active shape models (ASM). Experiment results tested on a standard database demonstrate the effectiveness and competitiveness of the proposed method.
关键词: Cardiac cine MR images ; Left ventricle ; Automatic segmentation ; Gaussian-mixture model ; Active shape model
作者部门: [Ma, Yurun ; Wang, Deyuan ; Ma, Yide ; Lei, Ruoming ; Dong, Min ; Wang, Kemin ; Wang, Li] Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Peoples R China
通讯作者: Ma, YD (reprint author), Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Peoples R China.
学科分类: Computer Science
会议录: NEURAL INFORMATION PROCESSING, ICONIP 2016, PT II
卷号: 9948
页码: 663-672
出版者: SPRINGER
出版地: CHAM
语种: 英语
DOI: 10.1007/978-3-319-46672-9_74
ISSN号: 0302-9743
WOS记录号: WOS:000389805500074
IR记录号: WOS:000389805500074
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内容类型: 会议论文
URI标识: http://ir.lzu.edu.cn/handle/262010/189717
Appears in Collections:信息科学与工程学院_会议论文

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Recommended Citation:
Ma, YR,Wang, DY,Ma, YD,et al. An Effective Approach for Automatic LV Segmentation Based on GMM and ASM[C]. 见:23rd International Conference on Neural Information Processing (ICONIP). Kyoto, JAPAN. OCT 16-21, 2016.
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