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基于Bayesian非局部先验的低剂量X-射线CT成像

高大志 陈阳 杨刚 卢光明

中国医疗设备2011,Vol.26Issue(2):21-24,41,5.
中国医疗设备2011,Vol.26Issue(2):21-24,41,5.DOI:10.3969/j.issn.1674-1633.2011.02.006

基于Bayesian非局部先验的低剂量X-射线CT成像

Low-dose X-ray Computed Tomography Based on Bayesian Nonlocal Prior

高大志 1陈阳 2杨刚 1卢光明1

作者信息

  • 1. 南京军区南京总医院,医学影像科,江苏南京,210002
  • 2. 东南大学生物医学工程学院医学信息研究所,江苏南京,210000
  • 折叠

摘要

Abstract

Objective To reduce the radiation dose delivered to the patients during the application of computed tomography (CT). Methods CT images can be easily degraded by the quantum noise under low X-ray dose scan protocols. Statistical reconstructions outperform the traditional filtered back-projection (KBP) reconstructions by accurately modeling the scan system and the measurement statistics. This paper aims to improve the CT reconstruction using a new nonlocal prior statistical reconstruction approach. Results Compared to traditional reconstruction approaches, the proposed nonlocal prior can impose an effective regularization for reconstructions by exploiting the image global information adaptively. Conclusion Kxperimentalion validates that the proposed CT reconstructions have excellent performance with low-dose scan protocols.

关键词

螺旋CT/CT成像/Bayesian/低剂量扫描

分类

医药卫生

引用本文复制引用

高大志,陈阳,杨刚,卢光明..基于Bayesian非局部先验的低剂量X-射线CT成像[J].中国医疗设备,2011,26(2):21-24,41,5.

基金项目

国家自然科学基金(81000636)资助. (81000636)

中国医疗设备

OACSTPCD

1674-1633

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