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A Second-Order TV-Based Coupling Model and an ADMM Algorithm for MR Image Reconstruction

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成果类型:
期刊论文
作者:
Zhou, Bo*;Yang, Yu-Fei;Hu, Bo-Xia
通讯作者:
Zhou, Bo
作者机构:
[Zhou, Bo; Hu, Bo-Xia; Yang, Yu-Fei] Hunan Univ, Coll Math & Econometr, Changsha 410082, Hunan, Peoples R China.
[Zhou, Bo] Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Hunan, Peoples R China.
[Yang, Yu-Fei] Changsha Univ, Sch Comp Engn & Appl Math, Changsha 410003, Hunan, Peoples R China.
[Hu, Bo-Xia] Hengyang Normal Univ, Coll Math & Stat, Hengyang 421000, Hunan, Peoples R China.
通讯机构:
[Zhou, Bo] H
Hunan Univ, Coll Math & Econometr, Changsha 410082, Hunan, Peoples R China.
Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Hunan, Peoples R China.
语种:
英文
关键词:
MRI reconstruction;LLT model;LOT model;coupling model;ADMM;split Bregman;wavelet transform
期刊:
INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE
ISSN:
1641-876X
年:
2020
卷:
30
期:
1
页码:
113-122
基金类别:
The research has been supported by the Natural Science Foundation of the Hunan Province of China (no. 2019JJ40323
机构署名:
本校为其他机构
院系归属:
数学与统计学院
摘要:
Motivated by ideas from two-step models and combining second-order TV regularization in the LLT model, we propose a coupling model for MR image reconstruction. By applying the variables splitting technique, the split Bregman iterative scheme, and the alternating minimization method twice, we can divide the proposed model into several subproblems only related to second-order PDEs so as to avoid solving a fourth-order PDE. The solution of every subproblem is based on generalized shrinkage formulas, the shrink operator or the diagonalization techn...

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