Image reconstruction by an alternating minimisation

doi:10.1016/j.neucom.2010.08.003

OPT OpenIR > 光谱成像技术研究室

	Image reconstruction by an alternating minimisation
	Lu, Xiaoqiang 2; Sun, Yi 2; Yuan, Yuan1
	2011-02-01
发表期刊	NEUROCOMPUTING
ISSN	0925-2312
卷号	74 期号:5 页码:661-670
摘要	This paper focuses on the problem of incomplete data in the applications of the circular cone-beam computed tomography. This problem is frequently encountered in medical imaging sciences and some other industrial imaging systems. For example, it is crucial when the high density region of objects can only be penetrated by X-rays in a limited angular range. As the projection data are only available in an angular range, the above mentioned incomplete data problem can be attributed to the limited angle problem, which is an ill-posed inverse problem. This paper reports a modified total variation minimisation method to reduce the data insufficiency in tomographic imaging. This proposed method is robust and efficient in the task of reconstruction by showing the convergence of the alternating minimisation method. The results demonstrate that this new reconstruction method brings reasonable performance. (C) 2010 Elsevier B.V. All rights reserved.
文章类型	Article
关键词	Limited Angle Tomography Iii-posed Inverse Problem Total Variation (Tv)
学科领域	信号与模式识别
WOS标题词	Science & Technology ; Technology
DOI	10.1016/j.neucom.2010.08.003
收录类别	SCI ; EI
关键词[WOS]	LIMITED-ANGLE TOMOGRAPHY ; X-RAY TOMOGRAPHY ; STATISTICAL INVERSION ; COMPUTED-TOMOGRAPHY ; PROJECTIONS ; RADIOGRAPHS ; ALGORITHMS ; RESTORATION ; RECOVERY ; VIEWS
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000287106100001
引用统计	被引频次：15[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/181661/8571
专题	光谱成像技术研究室
作者单位	1.Chinese Acad Sci, Ctr OPT IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China 2.Dalian Univ Technol, Dept Elect Engn, Dalian, Peoples R China
推荐引用方式 GB/T 7714	Lu, Xiaoqiang,Sun, Yi,Yuan, Yuan. Image reconstruction by an alternating minimisation[J]. NEUROCOMPUTING,2011,74(5):661-670.
APA	Lu, Xiaoqiang,Sun, Yi,&Yuan, Yuan.(2011).Image reconstruction by an alternating minimisation.NEUROCOMPUTING,74(5),661-670.
MLA	Lu, Xiaoqiang,et al."Image reconstruction by an alternating minimisation".NEUROCOMPUTING 74.5(2011):661-670.

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文件名称/大小	文献类型	版本类型	开放类型	使用许可
Image reconstruction（1000KB）	期刊论文	出版稿	限制开放	CC BY-NC-SA	请求全文