On convergence analysis of an accelerated EM algorithm for SPECT imaging

被引:2
|
作者
Wang, Jinping [1 ]
Bu, Jing [1 ]
Guo, Yao [1 ]
机构
[1] Ningbo Univ, Sch Math & Stat, Ningbo, Peoples R China
基金
中国国家自然科学基金;
关键词
Convergence; the EM algorithm; KL-distance; RADON-TRANSFORM; RECONSTRUCTION; EMISSION;
D O I
10.1080/00036811.2020.1714036
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The EM algorithm is an effective reconstruction method for SPECT, because it can incorporate various physical factors into reconstruction. However, the convergence rate is very slow. One of the accelerated means is increasing the iterative step length. Though it can speed up the iterative process, whether the modified algorithm will converge is still a question worth with in-depth exploration. In this article, we propose a modified accelerating algorithm and study its convergence characteristics in the modified iterative algorithm, and we also present a few numerical experiments.
引用
收藏
页码:3233 / 3243
页数:11
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