Compactly Supported Radial Basis Function-Based Meshless Method for Photon Propagation Model of Fluorescence Molecular Tomography
An, Yu1,2; Liu, Jie1; Zhang, Guanglei1; Jiang, Shixin1; Ye, Jinzuo2; Chi, Chongwei2; Tian, Jie2
刊名IEEE TRANSACTIONS ON MEDICAL IMAGING
2017-02-01
卷号36期号:2页码:366-373
关键词Compactly Supported Radial Basis Function Fluorescence Molecular Tomography Meshless Method Photon Propagation Model
DOI10.1109/TMI.2016.2601311
文献子类Article
英文摘要Fluorescence Molecular Tomography (FMT) is a powerful imaging modality for the research of cancer diagnosis, disease treatment and drug discovery. Via three-dimensional (3-D) imaging reconstruction, it can quantitatively and noninvasively obtain the distribution of fluorescent probes in biological tissues. Currently, photon propagation of FMT is conventionally described by the Finite Element Method (FEM), and it can obtain acceptable image quality. However, there are still some inherent inadequacies in FEM, such as time consuming, discretization error and inflexibility in mesh generation, which partly limit its imaging accuracy. To further improve the solving accuracy of photon propagation model (PPM), we propose a novel compactly supported radial basis functions (CSRBFs)-based meshless method (MM) to implement the PPM of FMT. We introduced a series of independent nodes and continuous CSRBFs to interpolate the PPM, which can avoid complicated mesh generation. To analyze the performance of the proposedMM, we carried out numerical heterogeneous mouse simulation to validate the simulated surface fluorescent measurement. Then we performedan in vivo experiment to observe the tomographic reconstruction. The experimental results confirmed that our proposed MM could obtain more similar surface fluorescence measurement with the golden standard (Monte-Carlo method), and more accurate reconstruction result was achieved via MM in in vivo application.
WOS关键词L-P REGULARIZATION ; BIOLUMINESCENCE TOMOGRAPHY ; BIOLOGICAL TISSUE ; GALERKIN METHOD ; RECONSTRUCTION ; COLLOCATION ; TECHNOLOGY ; ALGORITHM ; TRANSPORT ; SYSTEM
WOS研究方向Computer Science ; Engineering ; Imaging Science & Photographic Technology ; Radiology, Nuclear Medicine & Medical Imaging
语种英语
WOS记录号WOS:000396115800002
资助机构National Natural Science Foundation of China(81571836 ; Open Research Project from SKLMCCS(20150103) ; Beijing Natural Science Foundation(7164270) ; Fundamental Research Funds for the Central Universities(2015JBM026) ; China Postdoctoral Science Foundation(2015M570032) ; 81227901 ; 61231004 ; 61501462 ; KKA309004533)
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/14389]  
专题自动化研究所_中国科学院分子影像重点实验室
作者单位1.Beijing Jiaotong Univ, Sch Comp & Informat Technol, Dept Biomed Engn, Beijing 100044, Peoples R China
2.Chinese Acad Sci, Key Lab Mol Imaging, Inst Automat, Beijing 100190, Peoples R China
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An, Yu,Liu, Jie,Zhang, Guanglei,et al. Compactly Supported Radial Basis Function-Based Meshless Method for Photon Propagation Model of Fluorescence Molecular Tomography[J]. IEEE TRANSACTIONS ON MEDICAL IMAGING,2017,36(2):366-373.
APA An, Yu.,Liu, Jie.,Zhang, Guanglei.,Jiang, Shixin.,Ye, Jinzuo.,...&Tian, Jie.(2017).Compactly Supported Radial Basis Function-Based Meshless Method for Photon Propagation Model of Fluorescence Molecular Tomography.IEEE TRANSACTIONS ON MEDICAL IMAGING,36(2),366-373.
MLA An, Yu,et al."Compactly Supported Radial Basis Function-Based Meshless Method for Photon Propagation Model of Fluorescence Molecular Tomography".IEEE TRANSACTIONS ON MEDICAL IMAGING 36.2(2017):366-373.
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