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Groupwise registration of MR brain images with tumors
Tang, Zhenyu1; Wu, Yihong2; Fan, Yong3
2017-09-07
发表期刊PHYSICS IN MEDICINE AND BIOLOGY
卷号62期号:17页码:8853-8868
文章类型Article
摘要A novel groupwise image registration framework is developed for registering MR brain images with tumors. Our method iteratively estimates a normal-appearance counterpart for each tumor image to be registered and constructs a directed graph (digraph) of normal-appearance images to guide the groupwise image registration. Particularly, our method maps each tumor image to its normal appearance counterpart by identifying and inpainting brain tumor regions with intensity information estimated using a low-rank plus sparse matrix decomposition based image representation technique. The estimated normal-appearance images are groupwisely registered to a group center image guided by a digraph of images so that the total length of 'image registration paths' to be the minimum, and then the original tumor images are warped to the group center image using the resulting deformation fields. We have evaluated our method based on both simulated and real MR brain tumor images. The registration results were evaluated with overlap measures of corresponding brain regions and average entropy of image intensity information, and Wilcoxon signed rank tests were adopted to compare different methods with respect to their regional overlap measures. Compared with a groupwise image registration method that is applied to normal-appearance images estimated using the traditional low-rank plus sparse matrix decomposition based image inpainting, our method achieved higher image registration accuracy with statistical significance (p = 7.02 x 10(-9)).
关键词Groupwise Image Registration Image Inpainting Brain Tumor Images
WOS标题词Science & Technology ; Technology ; Life Sciences & Biomedicine
DOI10.1088/1361-6560/aa7c41
关键词[WOS]COST FUNCTION MASKING ; DEFORMABLE REGISTRATION ; SPATIAL NORMALIZATION ; PROBABILISTIC ATLAS ; CONSTRUCTION ; PATHOLOGIES ; ALGORITHM
收录类别SCI
语种英语
项目资助者National High Technology Research and Development Program of China(2015AA020504) ; National Key Basic Research and Development Program(2015CB856404) ; National Natural Science Foundation of China(61502002 ; Natural Science Foundation of Anhui Province Education Department(KJ2015A008) ; NIH(EB022573 ; 81271514 ; CA189523) ; 61473296)
WOS研究方向Engineering ; Radiology, Nuclear Medicine & Medical Imaging
WOS类目Engineering, Biomedical ; Radiology, Nuclear Medicine & Medical Imaging
WOS记录号WOS:000418450600001
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/19766
专题模式识别国家重点实验室_机器人视觉
作者单位1.Anhui Univ, Sch Comp Sci & Technol, Hefei 230601, Anhui, Peoples R China
2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
3.Univ Penn, Dept Radiol, Perelman Sch Med, Philadelphia, PA 19104 USA
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Tang, Zhenyu,Wu, Yihong,Fan, Yong. Groupwise registration of MR brain images with tumors[J]. PHYSICS IN MEDICINE AND BIOLOGY,2017,62(17):8853-8868.
APA Tang, Zhenyu,Wu, Yihong,&Fan, Yong.(2017).Groupwise registration of MR brain images with tumors.PHYSICS IN MEDICINE AND BIOLOGY,62(17),8853-8868.
MLA Tang, Zhenyu,et al."Groupwise registration of MR brain images with tumors".PHYSICS IN MEDICINE AND BIOLOGY 62.17(2017):8853-8868.
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