Parameterized Joint Reconstruction of the Initial Pressure and Sound Speed Distributions for Photoacoustic Computed Tomography

被引:37
|
作者
Matthews, Thomas P. [1 ]
Poudel, Joemini [1 ]
Li, Lei [2 ]
Wang, Lihong, V [2 ]
Anastasio, Mark A. [1 ]
机构
[1] Washington Univ, Dept Biomed Engn, St Louis, MO 63130 USA
[2] CALTECH, Caltech Opt Imaging Lab, Andrew & Peggy Cherng Dept Med Engn, Dept Elect Engn, Pasadena, CA 91125 USA
来源
SIAM JOURNAL ON IMAGING SCIENCES | 2018年 / 11卷 / 02期
关键词
image reconstruction; joint image reconstruction; photoacoustic tomography; WAVE-FORM INVERSION; IMAGE-RECONSTRUCTION; OPTICAL-PROPERTIES; ALGORITHMS; MICROSCOPY; GRADIENT; VOLUMES; PLASMA;
D O I
10.1137/17M1153649
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Accurate estimation of the initial pressure distribution in photoacoustic computed tomography (PACT) depends on knowledge of the sound speed distribution. However, the sound speed distribution is typically unknown. Further, the initial pressure and sound speed distributions cannot both, in general, be stably recovered from PACT measurements alone. In this work, a joint reconstruction (JR) method for the initial pressure distribution and a low-dimensional parameterized model of the sound speed distribution is proposed. By employing a priori information about the structure of the sound speed distribution, both the initial pressure and sound speed can be accurately recovered. The JR problem is solved by use of a proximal optimization method that allows constraints and nonsmooth regularization functions for the initial pressure distribution. The gradients of the cost function with respect to the initial pressure and sound speed distributions are calculated by use of an adjoint state method that has the same per-iteration computational cost as calculating the gradient with respect to the initial pressure distribution alone. This approach is evaluated through two-dimensional computer-simulation studies for a small animal imaging model and by application to experimental in vivo measurements of a mouse.
引用
收藏
页码:1560 / 1588
页数:29
相关论文
共 50 条
  • [1] Joint Reconstruction of the Sound Speed and Initial Pressure Distributions for Ultrasound Computed Tomography and Photoacoustic Computed Tomography
    Matthews, Thomas P.
    Anastasio, Mark A.
    MEDICAL IMAGING 2017: ULTRASONIC IMAGING AND TOMOGRAPHY, 2017, 10139
  • [2] Feature coupling photoacoustic computed tomography for joint reconstruction of initial pressure and sound speed in vivo
    Cai, Chuangjian
    Wang, Xuanhao
    Si, Ke
    Qian, Jun
    Luo, Jianwen
    Ma, Cheng
    BIOMEDICAL OPTICS EXPRESS, 2019, 10 (07) : 3447 - 3462
  • [3] Joint reconstruction of the initial pressure and speed of sound distributions from combined photoacoustic and ultrasound tomography measurements
    Matthews, Thomas P.
    Anastasio, Mark A.
    INVERSE PROBLEMS, 2017, 33 (12)
  • [4] Photoacoustic computed tomography for joint reconstruction of initial pressure and sound speed in vivo using a feature coupling method
    Cai, Chuangjian
    Wang, Xuanhao
    Deng, Kexin
    Luo, Jianwen
    Ma, Cheng
    OPTO-ACOUSTIC METHODS AND APPLICATIONS IN BIOPHOTONICS IV, 2019, 11077
  • [5] Revisiting the joint estimation of initial pressure and speed-of-sound distributions in photoacoustic computed tomography with consideration of canonical object constraints
    Jeong, Gangwon
    Villa, Umberto
    Anastasio, Mark A.
    PHOTOACOUSTICS, 2025, 43
  • [6] Joint Reconstruction of Absorbed Optical Energy Density and Sound Speed Distributions in Photoacoustic Computed Tomography: A Numerical Investigation
    Huang, Chao
    Wang, Kun
    Schoonover, Robert W.
    Wang, Lihong V.
    Anastasio, Mark A.
    IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2016, 2 (02): : 136 - 149
  • [7] Simultaneous Reconstruction of Absorbed Optical Energy Density and Speed of Sound Distributions in Photoacoustic Computed Tomography
    Huang, Chao
    Wang, Kun
    Schoonover, Robert W.
    Wang, Lihong V.
    Anastasio, Mark A.
    PHOTONS PLUS ULTRASOUND: IMAGING AND SENSING 2014, 2014, 8943
  • [8] Reconstruction of speed-of-sound and electromagnetic absorption distributions in photoacoustic tomography
    Zhang, Jin
    Anastasio, Mark A.
    PHOTONS PLUS ULTRASOUND: IMAGING AND SENSING 2006, 2006, 6086
  • [9] Simultaneous reconstruction of the initial pressure and sound speed in photoacoustic tomography using a deep-learning approach
    Shan, Hongming
    Wiedeman, Christopher
    Wang, Ge
    Yang, Yang
    NOVEL OPTICAL SYSTEMS, METHODS, AND APPLICATIONS XXII, 2019, 11105
  • [10] Multi-segmented feature coupling for jointly reconstructing initial pressure and speed of sound in photoacoustic computed tomography
    Deng, Kexin
    Wang, Xuanhao
    Cai, Chuangjian
    Cui, Manxiu
    Zuo, Hongzhi
    Luo, Jianwen
    Ma, Cheng
    JOURNAL OF BIOMEDICAL OPTICS, 2022, 27 (07)