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An iterative algorithm for computed tomography image reconstruction from limited-angle projections

机译:计算机断层扫描图像重建的迭代算法   有限角度投影

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摘要

In application of tomography imaging, limited-angle problem is a quitepractical and important issue. In this paper, an iterativereprojection-reconstruction (IRR) algorithm using a modified Papoulis-Gerchberg(PG) iterative scheme is developed for reconstruction from limited-angleprojections which contain noise. The proposed algorithm has two iterativeupdate processes, one is the extrapolation of unknown data, and the other isthe modification of the known noisy observation data. And the algorithmintroduces scaling factors to control the two processes, respectively. Theconvergence of the algorithm is guaranteed, and the method of choosing thescaling factors is given with energy constraints. The simulation resultdemonstrates our conclusions and indicates that the algorithm proposed in thispaper can obviously improve the reconstruction quality.
机译:在层析成像的应用中,有限角度问题是一个非常实际和重要的问题。本文提出了一种采用改进的Papoulis-Gerchberg(PG)迭代方案的迭代投影重建(IRR)算法,用于从包含噪声的有限角度投影进行重建。该算法具有两个迭代更新过程,一个是未知数据的外推,另一个是已知噪声观测数据的修改。该算法引入了比例因子分别控制两个过程。保证了算法的收敛性,并给出了能量约束条件下选择比例因子的方法。仿真结果证明了我们的结论,并表明本文提出的算法可以明显提高重建质量。

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