Iterative deblurring for CT metal artifact reduction

被引:327
作者
Wang, G [1 ]
Snyder, DL [1 ]
OSullivan, JA [1 ]
Vannier, MW [1 ]
机构
[1] WASHINGTON UNIV, DEPT ELECT ENGN, ST LOUIS, MO 63110 USA
基金
美国国家卫生研究院;
关键词
D O I
10.1109/42.538943
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Iterative deblurring methods using the expectation maximization (EM) formulation and the algebraic reconstruction technique (ART), respectively, are adapted for metal artifact reduction in medical computed tomography (CT). In experiments with synthetic noise-free and additive noisy projection data of dental phantoms, it is found that both simultaneous iterative algorithms produce superior image quality as compared to filtered backprojection after linearly fitting projection gaps. Furthermore, the EM-type algorithm converges faster than the ART-type algorithm in terms of either the I-divergence or Euclidean distance between ideal and reprojected data in our simulation. Also, for a given iteration number, the EM-type deblurring method produces better image clarity but stronger noise than the ART-type reconstruction. The computational complexity of EM- and ART-based iterative deblurring is essentially the same, dominated by reprojection and backprojection. Relevant practical and theoretical issues are discussed.
引用
收藏
页码:657 / 664
页数:8
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