Compressed-sensing photoacoustic computed tomography in vivo with partially known support

被引:72
作者
Meng, Jing [1 ,3 ]
Wang, Lihong V. [2 ]
Ying, Leslie [4 ,5 ]
Liang, Dong [1 ]
Song, Liang [1 ]
机构
[1] Chinese Acad Sci, Shenzhen Inst Adv Technol, Inst Biomed & Hlth Engn, Shenzhen 518055, Peoples R China
[2] Washington Univ, Dept Biomed Engn, St Louis, MO 63130 USA
[3] Qufu Normal Univ, Coll Comp Sci, Donggang 276826, Rizhao, Peoples R China
[4] SUNY Buffalo, Dept Biomed Engn, Buffalo, NY 14260 USA
[5] SUNY Buffalo, Dept Elect Engn, Buffalo, NY 14260 USA
基金
中国国家自然科学基金;
关键词
HIGH-RESOLUTION; RECONSTRUCTION; MICROSCOPY;
D O I
10.1364/OE.20.016510
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Compressed sensing (CS) can recover sparse signals from under-sampled measurements. In this work, we have developed an advanced CS framework for photoacoustic computed tomography (PACT). During the reconstruction, a small part of the nonzero signals' locations in the transformed sparse domain is used as partially known support (PKS). PACT reconstructions have been performed with under-sampled in vivo image data of human hands and a rat. Compared to PACT with basic CS, PACT with CS-PKS can recover signals using fewer ultrasonic transducer elements and can improve convergence speed, which may ultimately enable high-speed, low-cost PACT for various biomedical applications. (C) 2012 Optical Society of America
引用
收藏
页码:16510 / 16523
页数:14
相关论文
共 28 条
[1]   Prior image constrained compressed sensing (PICCS): A method to accurately reconstruct dynamic CT images from highly undersampled projection data sets [J].
Chen, Guang-Hong ;
Tang, Jie ;
Leng, Shuai .
MEDICAL PHYSICS, 2008, 35 (02) :660-663
[2]   Laser optoacoustic imaging system for detection of breast cancer [J].
Ermilov, Sergey A. ;
Khamapirad, Tuenchit ;
Conjusteau, Andre ;
Leonard, Morton H. ;
Lacewell, Ron ;
Mehta, Ketan ;
Miller, Tom ;
Oraevsky, Alexander A. .
JOURNAL OF BIOMEDICAL OPTICS, 2009, 14 (02)
[3]   Compressed sensing in photoacoustic tomography in vivo [J].
Guo, Zijian ;
Li, Changhui ;
Song, Liang ;
Wang, Lihong V. .
JOURNAL OF BIOMEDICAL OPTICS, 2010, 15 (02)
[4]   Sparsity-Promoting Tomographic Fluorescence Imaging With Simplified Spherical Harmonics Approximation [J].
Han, Dong ;
Tian, Jie ;
Liu, Kai ;
Feng, Jinchao ;
Zhang, Bo ;
Ma, Xibo ;
Qin, Chenghu .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2010, 57 (10) :2564-2567
[5]   A short note on compressed sensing with partially known signal support [J].
Jacques, Laurent .
SIGNAL PROCESSING, 2010, 90 (12) :3308-3312
[6]   In Vivo Photoacoustic Tomography of Chemicals: High-Resolution Functional and Molecular Optical Imaging at New Depths [J].
Kim, Chulhong ;
Favazza, Christopher ;
Wang, Lihong V. .
CHEMICAL REVIEWS, 2010, 110 (05) :2756-2782
[7]   Imaging of tumor angiogenesis in rat brains in vivo by photoacoustic tomography [J].
Ku, G ;
Wang, XD ;
Xie, XY ;
Stoica, G ;
Wang, LHV .
APPLIED OPTICS, 2005, 44 (05) :770-775
[8]  
Laser Institute of America, 2000, Z13612000 ANSI LAS I
[9]   Real-time photoacoustic tomography of cortical hemodynamics in small animals [J].
Li, Changhui ;
Aguirre, Andres ;
Gamelin, John ;
Maurudis, Anastasios ;
Zhu, Quing ;
Wang, Lihong V. .
JOURNAL OF BIOMEDICAL OPTICS, 2010, 15 (01)
[10]   k-t ISD: Dynamic cardiac MR imaging using compressed sensing with iterative support detection [J].
Liang, Dong ;
DiBella, Edward V. R. ;
Chen, Rong-Rong ;
Ying, Leslie .
MAGNETIC RESONANCE IN MEDICINE, 2012, 68 (01) :41-53