Highly resolved diffuse optical tomography: a systematic approach using high-pass filtering for value-preserved images

被引:10
|
作者
Pan, Min-Cheng [2 ]
Chen, Chien-Hung [1 ]
Chen, Liang-Yu [1 ]
Pan, Min-Chun [1 ]
Shyr, Yi-Ming [3 ]
机构
[1] Natl Cent Univ, Dept Mech Engn, Grad Inst Biomed Engn, 300 Jhongda Rd, Jhongli 320, Taoyuan County, Taiwan
[2] Tungnan Univ, Dept Elect Engn, Taipei 222, Taipei County, Taiwan
[3] Natl Yang Ming Univ, Taipei Vet Gen Hosp, Dept Surg, Taipei 122, Taiwan
关键词
high-pass filtering; Poisson maximum a posteriori; superresolution algorithm; finite element method; image reconstruction; diffuse optical tomography; quantitative evaluation;
D O I
10.1117/1.2907344
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
We attempt to develop a systematic scheme through adopting high-pass filtering (HPF) to well resolve value-preserved images such as medical images. Our approach is derived from the Poisson maximum a posteriori superresolution algorithm employing the HP filters, where four filters are considered such as two low-pass-filter-combination based filters, wavelet filter, and negative-oriented Laplacian HP filter. The proposed approach is incorporated into the procedure of finite-element-method (FEM)-based image reconstruction for diffuse optical tomography in the direct current domain, posterior to each iteration without altering the original FEM modeling. This approach is justified with various HPF for different cases that breast-like phantoms embedded with two or three inclusions that imitate tumors are employed to examine the resolution performances under certain extreme conditions. The proposed approach to enhancing image resolution is evaluated for all tested cases. A qualitative investigation of reconstruction performance for each case is presented. Following this, we define a set of measures on the quantitative evaluation for a range of resolutions including separation, size, contrast, and location, thereby providing a comparable evaluation to the visual quality. The most satisfactory result is obtained by using the wavelet HP filter, and it successfully justifies our proposed scheme. (C) 2008 Society of Photo-Optical Instrumentation Engineers.
引用
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页数:14
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