DART: A Practical Reconstruction Algorithm for Discrete Tomography

被引:245
作者
Batenburg, Kees Joost [1 ,2 ]
Sijbers, Jan [2 ]
机构
[1] Centrum Wiskunde & Informat CWI, NL-1098 XG Amsterdam, Netherlands
[2] Univ Antwerp, IBBT Vis Lab, BE-2000 Antwerp, Belgium
关键词
Discrete tomography; image reconstruction; segmentation; prior knowledge; IMAGE-RECONSTRUCTION;
D O I
10.1109/TIP.2011.2131661
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present an iterative reconstruction algorithm for discrete tomography, called discrete algebraic reconstruction technique (DART). DART can be applied if the scanned object is known to consist of only a few different compositions, each corresponding to a constant gray value in the reconstruction. Prior knowledge of the gray values for each of the compositions is exploited to steer the current reconstruction towards a reconstruction that contains only these gray values. Based on experiments with both simulated CT data and experimental mu CT data, it is shown that DART is capable of computing more accurate reconstructions from a small number of projection images, or from a small angular range, than alternative methods. It is also shown that DART can deal effectively with noisy projection data and that the algorithm is robust with respect to errors in the estimation of the gray values.
引用
收藏
页码:2542 / 2553
页数:12
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