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Algorithm of Pulmonary Vascular Segment and Centerline Extraction
Qiu, Shi1; Lian, Jie2; Ding, Yan3; Zhou, Tao4; Liang, Ting5,6
作者部门光谱成像技术研究室
2021-08-26
发表期刊COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE
ISSN1748-670X;1748-6718
卷号2021
产权排序1
摘要

Because pulmonary vascular lesions are harmful to the human body and difficult to detect, computer-assisted diagnosis of pulmonary blood vessels has become the focus and difficulty of the current research. An algorithm of pulmonary vascular segment and centerline extraction which is consistent with the physician's diagnosis process is proposed for the first time. We construct the projection of maximum density, restore the vascular space information, and correct random walk algorithm to satisfy automatic and accurate segmentation of blood vessels. Construct a local 3D model to restrain Hessian matrix when extracting centerline. In order to assist the physician to make a correct diagnosis and verify the effectiveness of the algorithm, we proposed a visual expansion model. According to the 420 high-resolution CT data of lung blood vessels labeled by physicians, the accuracy of segmentation algorithm AOM reached 93%, and the processing speed was 0.05 s/frame, which achieved the clinical application standards.

DOI10.1155/2021/3859386
收录类别SCI ; EI
语种英语
WOS记录号WOS:000693117500001
EI入藏号20214511125455
引用统计
被引频次:2[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/95057
专题光谱成像技术研究室
通讯作者Liang, Ting
作者单位1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Key Lab Spectral Imaging Technol CAS, Xian 710119, Peoples R China
2.Xi An Jiao Tong Univ, Affiliated Hosp 1, Dept Pathol, Xian 710061, Peoples R China
3.Changshu Inst Technol, Suzhou 215500, Peoples R China
4.North Minzu Univ, Sch Comp Sci & Engn, Yinchuan 750021, Ningxia, Peoples R China
5.Xi An Jiao Tong Univ, Affiliated Hosp 1, Dept Radiol, Xian 710061, Peoples R China
6.Xi An Jiao Tong Univ, Affiliated Hosp 1, Sci & Technol Dept, Xian 710061, Peoples R China
推荐引用方式
GB/T 7714
Qiu, Shi,Lian, Jie,Ding, Yan,et al. Algorithm of Pulmonary Vascular Segment and Centerline Extraction[J]. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE,2021,2021.
APA Qiu, Shi,Lian, Jie,Ding, Yan,Zhou, Tao,&Liang, Ting.(2021).Algorithm of Pulmonary Vascular Segment and Centerline Extraction.COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE,2021.
MLA Qiu, Shi,et al."Algorithm of Pulmonary Vascular Segment and Centerline Extraction".COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2021(2021).
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