Plug-and-play Framelet Tensor Prior for Spectral Computed Tomography Reconstruction
编号:69 访问权限:仅限参会人 更新:2021-10-30 18:52:26 浏览:613次 口头报告

报告开始:2021年11月14日 14:30(Asia/Shanghai)

报告时间:15min

所在会场:[PS1] Plenary Session 1 [CT1] Workshop on CT

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摘要
Spectral computed tomography has developed greatly in recent years because of its potential in material identification. It is difficult to obtain ideal reconstruction results only based on measured data. In order to obtain high quality reconstructed images, it always need to exploit prior knowledge as regularization terms in reconstruction model. However, when the prior changes, the overall framework of the algorithm changes accordingly. In this paper, we establish a reconstruction model that composed of a data fidelity term and a regularization term of tensor prior. The latter is simplified into a subproblem via the alternating direction method of multipliers, which can be flexibly replaced and solved under the plug-and-play framework.  Then, framelet tensor nuclear norm is acted on the tensors formed by similar block matching extraction and plugged as the regularization into the iterative scheme to update algorithm. The performance of the proposed method was verified by an industrial QRM phantom. Experimental results show that the proposed method has advantages in preserving structural details, even if projection views decrease.
关键词
spectral CT,plug-and-play,framelet,tensor nuclear norm,alternating direction method of multipliers
报告人
Xiaohuan Yu
Information Engineering University

稿件作者
Xiaohuan Yu Information Engineering University
Xinyi Zhong Information Engineering University
Zhizhong Zheng Information Engineering University
Ailong Cai Information Engineering University
Lei Li Information Engineering University
Bin Yan Information Engineering University
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重要日期
  • 会议日期

    11月13日

    2021

    11月14日

    2021

  • 09月30日 2021

    报告提交截止日期

  • 11月14日 2021

    注册截止日期

主办单位
IEEE北京分会
中国生物医学工程学会医学物理分会
中国电子学会生命电子学分会
承办单位
中国科学技术大学
安徽省生物医学工程学会
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