The CT image reconstruction algorithm based on the least absolute criterion by alternating direction iterative

被引:0
作者
He, Wenzhang [1 ]
Xu, Hongjian [1 ]
Guo, Zhengyang [1 ]
Liang, Jie [1 ]
Wang, Lina [1 ]
机构
[1] Tianjin Univ Technol & Educ, Tianjin, Peoples R China
来源
2014 TENTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS) | 2014年
关键词
image reconstruction; the least absolute criteria; alternating direction method; ART;
D O I
10.1109/CIS.2014.75
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Based on the least absolute criteria, the image reconstruction problem is transformed into an optimization one by constructing the objective function for optimization. The optimization problem is transformed into the separable optimization problem to be solved by using the alternating direction method. At the same time, a new CT image reconstruction algorithm is got by combining with ART algorithm. Experimental results show that the algorithm is better than ART algorithm in obviously improving reconstruction quality, and as a result, the image signal to noise ratio has increased significantly.
引用
收藏
页码:124 / 128
页数:5
相关论文
共 8 条
[1]  
Gabay D., 1976, Computers & Mathematics with Applications, V2, P17, DOI 10.1016/0898-1221(76)90003-1
[2]  
Gu Yu-Fei, 2014, THEORY BIOL, V63, P1
[3]  
Tao Min, 2011, Journal of Southeast University (English Edition), V27, P379, DOI 10.3969/j.issn.1003-7985.2011.04.007
[4]  
Tao Min, 2011, J PHYS, V27, P379
[5]   ALTERNATING DIRECTION ALGORITHMS FOR l1-PROBLEMS IN COMPRESSIVE SENSING [J].
Yang, Junfeng ;
Zhang, Yin .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2011, 33 (01) :250-278
[6]  
Zhang Zheng-rong, 2010, Computer Engineering and Applications, V46, P8, DOI 10.3778/j.issn.1002-8331.2010.14.003
[7]  
ZHU H, 2012, 2 KINDS ALGORITHMS S, P19
[8]  
Zhuang Tian-Ge, 1992, CT PRINCIPLE ALGORIT, P2