Fourier-based reconstruction via alternating direction total variation minimization in linear scan CT

被引:4
作者
Cai, Ailong [1 ]
Wang, Linyuan [1 ]
Yan, Bin [1 ]
Zhang, Hanming [1 ]
Li, Lei [1 ]
Xi, Xiaoqi [1 ]
Li, Jianxin [1 ]
机构
[1] Natl Digital Switching Syst Engn & Technol Res Ct, Zhengzhou 450002, Peoples R China
基金
中国国家自然科学基金; 国家高技术研究发展计划(863计划);
关键词
Linear scan CT; Limited angle problem; Fourier based reconstruction; Total variation; Alternating direction method; IMAGE-RECONSTRUCTION; ALGEBRAIC RECONSTRUCTION; ALGORITHM; IMPLEMENTATION; TOMOGRAPHY; LINOGRAMS;
D O I
10.1016/j.nima.2014.11.115
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
In this study, we consider a novel form of computed tomography (CT), that is, linear scan CT (LCT), which applies a straight line trajectory. Furthermore, an iterative algorithm is proposed for pseudo-polar Fourier reconstruction through total variation minimization (PPF-TVM). Considering that the sampled Fourier data are distributed in pseudo-polar coordinates, the reconstruction model minimizes the TV of the image subject to the constraint that the estimated 2D Fourier data for the image are consistent with the 1D Fourier transform of the projection data. PPF-TVM employs the alternating direction method (ADM) to develop a robust and efficient iteration scheme, which ensures stable convergence provided that appropriate parameter values are given. In the ADM scheme, PPF-TVM applies the pseudo-polar fast Fourier transform and its adjoint to iterate back and forth between the image and frequency domains. Thus, there is no interpolation in the Fourier domain, which makes the algorithm both fast and accurate. PPF-TVM is particularly useful for limited angle reconstruction in LCT and it appears to be robust against artifacts. The PPF-TVM algorithm was tested with the FORBILD head phantom and real data in comparisons with state-of-the-art algorithms. Simulation studies and real data verification suggest that PPF-TVM can reconstruct higher accuracy images with lower time consumption. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:84 / 92
页数:9
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