Meshless reconstruction method for fluorescence molecular tomography based on compactly supported radial basis function
文献类型：期刊论文
| 作者 | An, Yu1; Liu, Jie1 ; Zhang, Guanglei1; Ye, Jinzuo2; Mao, Yamin2; Jiang, Shixin1; Shang, Wenting2; Du, Yang2; Chi, Chongwei2; Tian, Jie2,3
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| 刊名 | JOURNAL OF BIOMEDICAL OPTICS
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| 出版日期 | 2015-10-01 |
| 卷号 | 20期号:10 |
| 关键词 | fluorescence molecular tomography image reconstruction compactly supported radial basis function |
| 英文摘要 | Fluorescence molecular tomography (FMT) is a promising tool in the study of cancer, drug discovery, and disease diagnosis, enabling noninvasive and quantitative imaging of the biodistribution of fluorophores in deep tissues via image reconstruction techniques. Conventional reconstruction methods based on the finiteelement method (FEM) have achieved acceptable stability and efficiency. However, some inherent shortcomings in FEM meshes, such as time consumption in mesh generation and a large discretization error, limit further biomedical application. In this paper, we propose a meshless method for reconstruction of FMT (MM-FMT) using compactly supported radial basis functions (CSRBFs). With CSRBFs, the image domain can be accurately expressed by continuous CSRBFs, avoiding the discretization error to a certain degree. After direct collocation with CSRBFs, the conventional optimization techniques, including Tikhonov, L1-norm iteration shrinkage (L1-IS), and sparsity adaptive matching pursuit, were adopted to solve the meshless reconstruction. To evaluate the performance of the proposed MM-FMT, we performed numerical heterogeneous mouse experiments and in vivo bead-implanted mouse experiments. The results suggest that the proposed MM-FMT method can reduce the position error of the reconstruction result to smaller than 0.4 mm for the double-source case, which is a significant improvement for FMT. (C) 2015 Society of Photo-Optical Instrumentation Engineers (SPIE) |
| WOS标题词 | Science & Technology ; Life Sciences & Biomedicine ; Physical Sciences |
| 类目[WOS] | Biochemical Research Methods ; Optics ; Radiology, Nuclear Medicine & Medical Imaging |
| 研究领域[WOS] | Biochemistry & Molecular Biology ; Optics ; Radiology, Nuclear Medicine & Medical Imaging |
| 关键词[WOS] | ELEMENT BASED TOMOGRAPHY ; BIOLUMINESCENCE TOMOGRAPHY ; ALGORITHM ; SPARSITY ; TISSUE ; REGULARIZATION ; TECHNOLOGY ; MICROSCOPY ; SYSTEM |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000366017100010 |
| 公开日期 | 2016-02-26 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/10529]  |
| 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, Dept Biomed Engn, Beijing 100044, Peoples R China 2.Chinese Acad Sci, Key Lab Mol Imaging, Inst Automat, Beijing 100190, Peoples R China 3.Chinese Acad Sci, Inst Automat, Beijing Key Lab Mol Imaging, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | An, Yu,Liu, Jie,Zhang, Guanglei,et al. Meshless reconstruction method for fluorescence molecular tomography based on compactly supported radial basis function[J]. JOURNAL OF BIOMEDICAL OPTICS,2015,20(10). |
| APA | An, Yu.,Liu, Jie.,Zhang, Guanglei.,Ye, Jinzuo.,Mao, Yamin.,...&Tian, Jie.(2015).Meshless reconstruction method for fluorescence molecular tomography based on compactly supported radial basis function.JOURNAL OF BIOMEDICAL OPTICS,20(10). |
| MLA | An, Yu,et al."Meshless reconstruction method for fluorescence molecular tomography based on compactly supported radial basis function".JOURNAL OF BIOMEDICAL OPTICS 20.10(2015). |
入库方式： OAI收割
来源：自动化研究所
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