[口头报告]Plug-and-play Framelet Tensor Prior for Spectral Computed Tomography Reconstruction

Plug-and-play Framelet Tensor Prior for Spectral Computed Tomography Reconstruction
编号:69 稿件编号:44 访问权限:仅限参会人 更新:2021-10-30 18:52:26 浏览:793次 口头报告

报告开始:2021年11月14日 14:30 (Asia/Shanghai)

报告时间:15min

所在会议:[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.
关键字
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

摘要提交日期:

2021/08/31

2021/10/25

全文投稿日期:  

2021/09/15

2021/10/25

录取通知日期: 

2021/09/30

2021/11/01

会议日期:   2021-11-12-2021-11-14

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