Compressed Sensing Photoacoustic Imaging Based on Fast Alternating Direction Algorithm

被引:18
作者
Liu, Xueyan [1 ]
Peng, Dong [2 ]
Guo, Wei [3 ,5 ]
Ma, Xibo [4 ,5 ]
Yang, Xin [4 ,5 ]
Tian, Jie [1 ,4 ,5 ]
机构
[1] Northeastern Univ, Sino Dutch Biomed & Informat Engn Sch, Shenyang 110004, Liaoning, Peoples R China
[2] Xidian Univ, Life Sci Res Ctr, Sch Life Sci & Technol, Xian 710071, Shaanxi, Peoples R China
[3] Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Hebei, Peoples R China
[4] Inst Automat, Intelligent Med Res Ctr, Beijing 100190, Hebei, Peoples R China
[5] Chinese Acad Sci, Beijing 100190, Hebei, Peoples R China
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
D O I
10.1155/2012/206214
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Photoacoustic imaging (PAI) has been employed to reconstruct endogenous optical contrast present in tissues. At the cost of longer calculations, a compressive sensing reconstruction scheme can achieve artifact- free imaging with fewer measurements. In this paper, an effective acceleration framework using the alternating direction method (ADM) was proposed for recovering images from limited-view and noisy observations. Results of the simulation demonstrated that the proposed algorithm could perform favorably in comparison to two recently introduced algorithms in computational efficiency and data fidelity. In particular, it ran considerably faster than these two methods. PAI with ADM can improve convergence speed with fewer ultrasonic transducers, enabling a high-performance and cost-effective PAI system for biomedical applications.
引用
收藏
页数:7
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