Spiculation Sign Recognition in a Pulmonary Nodule Based on Spiking Neural P Systems

doi:10.1155/2020/6619076

OPT OpenIR

	Spiculation Sign Recognition in a Pulmonary Nodule Based on Spiking Neural P Systems
	Qiu, Shi1 ; Sun, Jingtao 2; Zhou, Tao 3,4; Gao, Guilong 5; He, Zhenan 6; Liang, Ting 2,7
	2020-12-24
发表期刊	BIOMED RESEARCH INTERNATIONAL
ISSN	2314-6133
卷号	2020 页码:10
摘要	The spiculation sign is one of the main signs to distinguish benign and malignant pulmonary nodules. In order to effectively extract the image feature of a pulmonary nodule for the spiculation sign distinguishment, a new spiculation sign recognition model is proposed based on the doctors' diagnosis process of pulmonary nodules. A maximum density projection model is established to fuse the local three-dimensional information into the two-dimensional image. The complete boundary of a pulmonary nodule is extracted by the improved Snake model, which can take full advantage of the parallel calculation of the Spike Neural P Systems to build a new neural network structure. In this paper, our experiments show that the proposed algorithm can accurately extract the boundary of a pulmonary nodule and effectively improve the recognition rate of the spiculation sign.
通讯作者	Zhou, Tao(zhoutaoramu@126.com) ; Liang, Ting(liangting31500@126.com)
DOI	10.1155/2020/6619076
收录类别	SCI
关键词[WOS]	LUNG NODULE ; CT SCANS ; SEGMENTATION ; MODEL ; LEVEL ; DIAGNOSIS ; RESOURCE ; DATABASE ; NETWORK ; CANCER
语种	英语
资助项目	Postdoctoral Science Foundation of China[2020M682144] ; Postdoctoral Science Foundation of China[62062003] ; Natural Science Foundation of China[61561040] ; North Minzu University Research Project of Talent Introduction[2020KYQD08] ; Shanxi National Science Foundation[2020JQ-518] ; Open Project Program of the State Key Lab of CADCG[A2026] ; Ningxia Key Research and Development Project[2020BEB04022]
WOS研究方向	Biotechnology & Applied Microbiology ; Research & Experimental Medicine
项目资助者	Postdoctoral Science Foundation of China ; Natural Science Foundation of China ; North Minzu University Research Project of Talent Introduction ; Shanxi National Science Foundation ; Open Project Program of the State Key Lab of CADCG ; Ningxia Key Research and Development Project
WOS类目	Biotechnology & Applied Microbiology ; Medicine, Research & Experimental
WOS记录号	WOS:000607928500003
出版者	HINDAWI LTD
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://ir.opt.ac.cn/handle/181661/94314
专题	中国科学院西安光学精密机械研究所
通讯作者	Zhou, Tao; 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, Dept Radiol, Affiliated Hosp 1, Xian 710061, Peoples R China 3.North Minzu Univ, Sch Comp Sci & Engn, Yinchuan 750021, Ningxia, Peoples R China 4.Ningxia Med Univ, Sch Sci, Yinchuan 750004, Ningxia, Peoples R China 5.Chinese Acad Sci Xian, Xian Inst Opt & Precis Mech, Key Lab Ultrafast Photoelect, Xian 710119, Shaanxi, Peoples R China 6.Shaanxi Inst Med Device Qual Supervis & Inspect, Xian 712046, Peoples R China 7.Xi An Jiao Tong Univ, Sch Life Sci & Technol, Dept Biomed Engn, Key Lab Biomed Informat Engn,Minist Educ, Xian 710061, Peoples R China
推荐引用方式 GB/T 7714	Qiu, Shi,Sun, Jingtao,Zhou, Tao,et al. Spiculation Sign Recognition in a Pulmonary Nodule Based on Spiking Neural P Systems[J]. BIOMED RESEARCH INTERNATIONAL,2020,2020:10.
APA	Qiu, Shi,Sun, Jingtao,Zhou, Tao,Gao, Guilong,He, Zhenan,&Liang, Ting.(2020).Spiculation Sign Recognition in a Pulmonary Nodule Based on Spiking Neural P Systems.BIOMED RESEARCH INTERNATIONAL,2020,10.
MLA	Qiu, Shi,et al."Spiculation Sign Recognition in a Pulmonary Nodule Based on Spiking Neural P Systems".BIOMED RESEARCH INTERNATIONAL 2020(2020):10.