Lung Nodules Detection in CT Images Using Gestalt-Based Algorithm

doi:10.1049/cje.2016.07.009

OPT OpenIR > 光谱成像技术研究室

	Lung Nodules Detection in CT Images Using Gestalt-Based Algorithm
	Qiu Shi1,2 ; Wen Desheng1 ; Cui Ying 3; Feng Jun 4
作者部门	光学影像学习与分析中心
	2016-07-01
发表期刊	CHINESE JOURNAL OF ELECTRONICS
ISSN	1022-4653
卷号	25 期号:4 页码:711-718
产权排序	1
摘要	To overcome low accuracy and high false positive of existing computer-aided lung nodules detection. We propose a novel lung nodule detection scheme based on the Gestalt visual cognition theory. The proposed scheme involves two parts which simulate human eyes cognition features such as simplicity, integrity and classification. Firstly, lung region was segmented from lung Computed tomography (CT) sequences. Then local three-dimensional information was integrated into the Maximum intensity projection (MIP) images from axial, coronal and sagittal profiles. In this way, lung nodules and vascular are strengthened and discriminated based on pathologic image characteristics of lung nodules. The experimental database includes fifty-three high resolution CT images contained lung nodules, which had been confirmed by biopsy. The experimental results show that, the accuracy rate of the proposed algorithm achieves 91.29%. The proposed framework improves performance and computation speed for computer aided nodules detection.
文章类型	Article
关键词	Computer-aided Detection (Cad) Lung Nodules Maximum Intensity Projection (Mip)
WOS标题词	Science & Technology ; Technology
DOI	10.1049/cje.2016.07.009
收录类别	SCI
关键词[WOS]	RECONSTRUCTION
语种	英语
WOS研究方向	Engineering
项目资助者	National Natural Science Foundation of China(61372046) ; Natural Science Foundation of Shannxi Province, China(2014JM8338)
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000379796700018
引用统计	被引频次：16[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/181661/28175
专题	光谱成像技术研究室
作者单位	1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Engn Univ Chinese Armed Police Force, Coll Equipment Engn, Xian 710086, Peoples R China 4.Northwest Univ, Sch Informat Sci & Technol, Xian 710127, Peoples R China
推荐引用方式 GB/T 7714	Qiu Shi,Wen Desheng,Cui Ying,et al. Lung Nodules Detection in CT Images Using Gestalt-Based Algorithm[J]. CHINESE JOURNAL OF ELECTRONICS,2016,25(4):711-718.
APA	Qiu Shi,Wen Desheng,Cui Ying,&Feng Jun.(2016).Lung Nodules Detection in CT Images Using Gestalt-Based Algorithm.CHINESE JOURNAL OF ELECTRONICS,25(4),711-718.
MLA	Qiu Shi,et al."Lung Nodules Detection in CT Images Using Gestalt-Based Algorithm".CHINESE JOURNAL OF ELECTRONICS 25.4(2016):711-718.

条目包含的文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
Lung Nodules Detecti（1936KB）	期刊论文	作者接受稿	限制开放	CC BY-NC-SA	请求全文