A survey of computational frameworks for solving the acoustic inverse problem in three-dimensional photoacoustic computed tomography

Photoacoustic computed tomography (PACT), also known as optoacoustic tomography, is an emerging imaging technique that holds great promise for biomedical imaging. PACT is a hybrid imaging method that can exploit the strong endogeneous contrast of optical methods along with the high spatial resolution of ultrasound methods. In its canonical form that is addressed in this article, PACT seeks to estimate the photoacoustically-induced intial pressure distribution within the object. Image reconstruction methods are employed to solve the acoustic inverse problem associated with the image formation process. When an idealized imaging scenario is considered, analytic solutions to the PACT inverse problem are available; however, in practice, numerous challenges exist that are more readily addressed within an optimization-based, or iterative, image reconstruction framework. In this article, the PACT image reconstruction problem is reviewed within the context of modern optimization-based image reconstruction methodologies. Imaging models that relate the measured photoacoustic wavefields to the sought-after object function are described in their continuous and discrete forms. The basic principles of optimzation-based image reconstruction from discrete PACT measurement data are presented, which includes a review of methods for modeling the PACT measurement system response and other important physical factors. Non-conventional formulations of the PACT image reconstruction problem, in which acoustic parameters of the medium are concurrently estimated along with the PACT image, are also introduced and reviewed.

[1]  P. Kuchment,et al.  On reconstruction formulas and algorithms for the thermoacoustic tomography , 2007, 0706.1303.

[2]  T. D. Mast,et al.  A k-space method for coupled first-order acoustic propagation equations. , 2002, The Journal of the Acoustical Society of America.

[3]  C. Slump,et al.  Concomitant speed-of-sound tomography in photoacoustic imaging , 2007 .

[4]  Nelson H. F. Beebe Numerical Linear Algebra with Applications and Numerical Linear Algebra with Applications , 1998 .

[5]  Leonid Kunyansky,et al.  Reconstruction of a function from its spherical (circular) means with the centers lying on the surface of certain polygons and polyhedra , 2010, 1009.0288.

[6]  Lihong V. Wang,et al.  Time reversal and its application to tomography with diffracting sources. , 2004, Physical review letters.

[7]  Richard Su,et al.  Whole-body three-dimensional optoacoustic tomography system for small animals. , 2009, Journal of biomedical optics.

[8]  Lu Ding,et al.  Efficient 3-D Model-Based Reconstruction Scheme for Arbitrary Optoacoustic Acquisition Geometries , 2017, IEEE Transactions on Medical Imaging.

[9]  Anne Greenbaum,et al.  Iterative methods for solving linear systems , 1997, Frontiers in applied mathematics.

[10]  Peter Kuchment,et al.  Uniqueness of reconstruction and an inversion procedure for thermoacoustic and photoacoustic tomography with variable sound speed , 2007, 0706.0598.

[11]  Linh V. Nguyen,et al.  Reconstruction and time reversal in thermoacoustic tomography in acoustically homogeneous and inhomogeneous media , 2008 .

[12]  S L Jacques,et al.  Measurement of tissue optical properties by time-resolved detection of laser-induced transient stress. , 1997, Applied optics.

[13]  Gengsheng Lawrence Zeng,et al.  Unmatched projector/backprojector pairs in an iterative reconstruction algorithm , 2000, IEEE Transactions on Medical Imaging.

[14]  Simon R. Arridge,et al.  Basis mapping methods for forward and inverse problems , 2017 .

[15]  Chao Huang,et al.  Aberration correction for transcranial photoacoustic tomography of primates employing adjunct image data. , 2012, Journal of biomedical optics.

[16]  N. V. Sushilov,et al.  Frequency-domain wave equation and its time-domain solutions in attenuating media. , 2004, The Journal of the Acoustical Society of America.

[17]  Michael S Patterson Physics in medicine and biology top ten. , 2004, Physics in medicine and biology.

[18]  B. Cox,et al.  Photoacoustic tomography in absorbing acoustic media using time reversal , 2010 .

[19]  Yu-Hong Dai,et al.  Convergence Properties of the BFGS Algoritm , 2002, SIAM J. Optim..

[20]  R A Kruger,et al.  Thermoacoustic computed tomography--technical considerations. , 1999, Medical physics.

[21]  Walter Heindel,et al.  Multispectral optoacoustic tomography of the human breast: characterisation of healthy tissue and malignant lesions using a hybrid ultrasound-optoacoustic approach , 2018, European Radiology.

[22]  M. Wernick,et al.  Emission Tomography: The Fundamentals of PET and SPECT , 2004 .

[23]  Julianne Chung,et al.  Motion Estimation and Correction in Photoacoustic Tomographic Reconstruction , 2016, SIAM J. Imaging Sci..

[24]  Alexander A. Oraevsky,et al.  Ultimate sensitivity of time-resolved optoacoustic detection , 2000, BiOS.

[25]  L. Kunyansky,et al.  Explicit inversion formulae for the spherical mean Radon transform , 2006, math/0609341.

[26]  Vasilis Ntziachristos,et al.  Multispectral optoacoustic tomography (MSOT) scanner for whole-body small animal imaging. , 2009, Optics express.

[27]  I. Podlubny Fractional differential equations : an introduction to fractional derivatives, fractional differential equations, to methods of their solution and some of their applications , 1999 .

[28]  Paul C. Beard,et al.  Photoacoustic tomography with a limited-aperture planar sensor and a reverberant cavity , 2007 .

[29]  Hongkai Zhao,et al.  An Efficient Neumann Series-Based Algorithm for Thermoacoustic and Photoacoustic Tomography with Variable Sound Speed , 2011, SIAM J. Imaging Sci..

[30]  Peter Boesiger,et al.  k‐t BLAST and k‐t SENSE: Dynamic MRI with high frame rate exploiting spatiotemporal correlations , 2003, Magnetic resonance in medicine.

[31]  Zhongliang Jing,et al.  A sparse proximal Newton splitting method for constrained image deblurring , 2013, Neurocomputing.

[32]  S. Jacques,et al.  Iterative reconstruction algorithm for optoacoustic imaging. , 2002, The Journal of the Acoustical Society of America.

[33]  M. Wernick,et al.  Fast spatio-temporal image reconstruction for dynamic PET , 1999, IEEE Transactions on Medical Imaging.

[34]  B T Cox,et al.  k-space propagation models for acoustically heterogeneous media: application to biomedical photoacoustics. , 2007, The Journal of the Acoustical Society of America.

[35]  D. Gottlieb,et al.  Numerical analysis of spectral methods : theory and applications , 1977 .

[36]  G. Uhlmann,et al.  Thermoacoustic tomography with variable sound speed , 2009, 0902.1973.

[37]  Minghua Xu,et al.  Analytic explanation of spatial resolution related to bandwidth and detector aperture size in thermoacoustic or photoacoustic reconstruction. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[38]  Lihong V. Wang,et al.  Single-breath-hold photoacoustic computed tomography of the breast , 2018, Nature Communications.

[39]  Ketan Mehta,et al.  Development of laser optoacoustic and ultrasonic imaging system for breast cancer utilizing handheld array probes , 2009, BiOS.

[40]  R. Kruger,et al.  Photoacoustic ultrasound (PAUS)--reconstruction tomography. , 1995, Medical physics.

[41]  Alexander A. Oraevsky,et al.  Photons Plus Ultrasound: Imaging and Sensing , 2010 .

[42]  Mathews Jacob,et al.  Accelerated Dynamic MRI Exploiting Sparsity and Low-Rank Structure: k-t SLR , 2011, IEEE Transactions on Medical Imaging.

[43]  Junjie Yao,et al.  Single-impulse Panoramic Photoacoustic Computed Tomography of Small-animal Whole-body Dynamics at High Spatiotemporal Resolution , 2017, Nature Biomedical Engineering.

[44]  DAvm M. BooR Bulletin of the Seismological Society of America , 2005 .

[45]  Vasilis Ntziachristos,et al.  Accurate Model-Based Reconstruction Algorithm for Three-Dimensional Optoacoustic Tomography , 2012, IEEE Transactions on Medical Imaging.

[46]  Minghua Xu,et al.  Erratum: Universal back-projection algorithm for photoacoustic computed tomography [Phys. Rev. E 71, 016706 (2005)] , 2007 .

[47]  Mark W. Lenox,et al.  3-D Nonlinear Acoustic Inverse Scattering: Algorithm and Quantitative Results , 2017, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control.

[48]  R. Madariaga,et al.  Modeling dynamic rupture in a 3D earthquake fault model , 1998, Bulletin of the Seismological Society of America.

[49]  Markus Haltmeier,et al.  Universal Inversion Formulas for Recovering a Function from Spherical Means , 2012, SIAM J. Math. Anal..

[50]  Mark A. Anastasio,et al.  Reconstruction of speed-of-sound and electromagnetic absorption distributions in photoacoustic tomography , 2006, SPIE BiOS.

[51]  Jørgen Arendt Jensen,et al.  A new calculation procedure for spatial impulse responses in ultrasound , 1999 .

[52]  Stephen J. Norton,et al.  Ultrasonic Reflectivity Imaging in Three Dimensions: Exact Inverse Scattering Solutions for Plane, Cylindrical, and Spherical Apertures , 1981, IEEE Transactions on Biomedical Engineering.

[53]  Hua-bei Jiang,et al.  Spatially varying optical and acoustic property reconstruction using finite-element-based photoacoustic tomography. , 2006, Journal of the Optical Society of America. A, Optics, image science, and vision.

[54]  Otmar Scherzer,et al.  THERMOACOUSTIC TOMOGRAPHY AND THE CIRCULAR RADON TRANSFORM: EXACT INVERSION FORMULA , 2007 .

[55]  Li Lin,et al.  Clinical photoacoustic computed tomography of the human breast in vivo within a single breath hold , 2018, BiOS.

[56]  Simon R. Arridge,et al.  On the adjoint operator in photoacoustic tomography , 2016, 1602.02027.

[57]  M. Anastasio,et al.  Investigation of iterative image reconstruction in three-dimensional optoacoustic tomography , 2012, Physics in medicine and biology.

[58]  L. Auger The Journal of the Acoustical Society of America , 1949 .

[59]  Mark A. Anastasio,et al.  Parameterized joint reconstruction of the initial pressure and sound speed distributions in photoacoustic computed tomography (Conference Presentation) , 2018 .

[60]  J. J. Moré,et al.  Quasi-Newton Methods, Motivation and Theory , 1974 .

[61]  Stephen P. Boyd,et al.  A Differential Equation for Modeling Nesterov's Accelerated Gradient Method: Theory and Insights , 2014, J. Mach. Learn. Res..

[62]  S. Norton Iterative inverse scattering algorithms: Methods of computing Fréchet derivatives , 1999 .

[63]  B T Cox,et al.  k-Wave: MATLAB toolbox for the simulation and reconstruction of photoacoustic wave fields. , 2010, Journal of biomedical optics.

[64]  Jean Virieux,et al.  Uniform asymptotic conversion of Helmholtz data from 3D to 2D , 2012 .

[65]  P. Burgholzer,et al.  Thermoacoustic tomography with integrating area and line detectors , 2005, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[66]  D. Borup,et al.  Simulation of acoustic wave propagation in dispersive media with relaxation losses by using FDTD method with PML absorbing boundary condition , 1999, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[67]  V. Ntziachristos,et al.  Acoustic Inversion in Optoacoustic Tomography: A Review , 2013, Current medical imaging reviews.

[68]  T. D. Mast,et al.  A k-space method for large-scale models of wave propagation in tissue , 2001, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[69]  Yuan Xu,et al.  Effects of acoustic heterogeneity in breast thermoacoustic tomography , 2003, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[70]  Jeffrey A. Fessler Penalized weighted least-squares image reconstruction for positron emission tomography , 1994, IEEE Trans. Medical Imaging.

[71]  Wiendelt Steenbergen,et al.  Speed-of-sound compensated photoacoustic tomography for accurate imaging. , 2012, Medical physics.

[72]  Max Born,et al.  Principles of optics - electromagnetic theory of propagation, interference and diffraction of light (7. ed.) , 1999 .

[73]  Sean Holman,et al.  A continuous adjoint for photo-acoustic tomography of the brain , 2018, Inverse Problems.

[74]  Y. Nesterov A method for solving the convex programming problem with convergence rate O(1/k^2) , 1983 .

[75]  Anne Greenbaum,et al.  Relations between Galerkin and Norm-Minimizing Iterative Methods for Solving Linear Systems , 1996, SIAM J. Matrix Anal. Appl..

[76]  J. C. Lockwood,et al.  High‐speed method for computing the exact solution for the pressure variations in the nearfield of a baffled piston , 1973 .

[77]  Alexander A. Oraevsky,et al.  Optoacoustic tomography of breast cancer with arc-array transducer , 2000, BiOS.

[78]  Rakesh,et al.  Determining a Function from Its Mean Values Over a Family of Spheres , 2004, SIAM J. Math. Anal..

[79]  Linh V. Nguyen,et al.  Analysis of Iterative Methods in Photoacoustic Tomography with Variable Sound Speed , 2016, SIAM J. Imaging Sci..

[80]  Y. Nesterov Gradient methods for minimizing composite objective function , 2007 .

[81]  Gene H. Golub,et al.  Tikhonov Regularization and Total Least Squares , 1999, SIAM J. Matrix Anal. Appl..

[82]  Quing Zhu,et al.  A real-time photoacoustic tomography system for small animals. , 2009, Optics express.

[83]  D. Boore,et al.  Finite Difference Methods for Seismic Wave Propagation in Heterogeneous Materials , 1972 .

[84]  T Varghese,et al.  WE-E-134-10: Correlation of Cognitive Function with Ultrasound Strain Indices. , 2013, Medical physics.

[85]  D. T. Lee,et al.  Two algorithms for constructing a Delaunay triangulation , 1980, International Journal of Computer & Information Sciences.

[86]  J. Coyle Inverse Problems , 2004 .

[87]  John A. Fawcett,et al.  Inversion of N-dimensional spherical averages , 1985 .

[88]  Simon R. Arridge,et al.  A gradient-based method for quantitative photoacoustic tomography using the radiative transfer equation , 2013 .

[89]  R M Lewitt,et al.  Multidimensional digital image representations using generalized Kaiser-Bessel window functions. , 1990, Journal of the Optical Society of America. A, Optics and image science.

[90]  Vasilis Ntziachristos,et al.  Model-based optoacoustic inversion with arbitrary-shape detectors. , 2011, Medical physics.

[91]  Yurii Nesterov,et al.  Gradient methods for minimizing composite functions , 2012, Mathematical Programming.

[92]  Heinz Schmidt-Kloiber,et al.  Light distribution measurements in absorbing materials by optical detection of laser‐induced stress waves , 1996 .

[93]  Richard H. Byrd,et al.  A Theoretical and Experimental Study of the Symmetric Rank-One Update , 1993, SIAM J. Optim..

[94]  Lihong V Wang,et al.  Mitigation of artifacts due to isolated acoustic heterogeneities in photoacoustic computed tomography using a variable data truncation-based reconstruction method , 2017, Journal of biomedical optics.

[95]  Benjamin Palacios,et al.  Reconstruction for multi-wave imaging in attenuating media with large damping coefficient , 2016, 1604.06068.

[96]  Marc Teboulle,et al.  Fast Gradient-Based Algorithms for Constrained Total Variation Image Denoising and Deblurring Problems , 2009, IEEE Transactions on Image Processing.

[97]  Bradley E. Treeby,et al.  Erratum: Modeling power law absorption and dispersion for acoustic propagation using the fractional Laplacian [J. Acoust. Soc. Am. 127, 2741–2748 (2010)] , 2011 .

[98]  Lihong V Wang,et al.  Photoacoustic tomography and sensing in biomedicine , 2009, Physics in medicine and biology.

[99]  Otmar Scherzer,et al.  Simultaneous Reconstructions of Absorption Density and Wave Speed with Photoacoustic Measurements , 2011, SIAM J. Appl. Math..

[100]  Mark A. Anastasio,et al.  Discrete Imaging Models for Three-Dimensional Optoacoustic Tomography Using Radially Symmetric Expansion Functions , 2013, IEEE Transactions on Medical Imaging.

[101]  Lihong V. Wang,et al.  Thermoacoustic tomography with correction for acoustic speed variations , 2006, Physics in medicine and biology.

[102]  Lihong V Wang,et al.  Fast spatiotemporal image reconstruction based on low-rank matrix estimation for dynamic photoacoustic computed tomography , 2014, Journal of biomedical optics.

[103]  Achiya Dax,et al.  A restarted Krylov method with inexact inversions , 2018, Numer. Linear Algebra Appl..

[104]  Jin Zhang,et al.  Feasibility of half-data image reconstruction in 3-D reflectivity tomography with a spherical aperture , 2005, IEEE Transactions on Medical Imaging.

[105]  Thomas P. Matthews,et al.  Joint reconstruction of the initial pressure and speed of sound distributions from combined photoacoustic and ultrasound tomography measurements , 2017, Inverse problems.

[106]  Mark A. Anastasio,et al.  Joint Reconstruction of Absorbed Optical Energy Density and Sound Speed Distributions in Photoacoustic Computed Tomography: A Numerical Investigation , 2015, IEEE Transactions on Computational Imaging.

[107]  Mark A. Anastasio,et al.  Elucidation of 2D and 3D photoacoustic tomography , 2008, SPIE BiOS.

[108]  R. Plessix A review of the adjoint-state method for computing the gradient of a functional with geophysical applications , 2006 .

[109]  Norman Bleistein,et al.  Mathematical Methods for Wave Phenomena , 1984 .

[110]  Jens Frahm,et al.  Magnetic Resonance in Medicine at 30 , 2014, Magnetic resonance in medicine.

[111]  Minghua Xu,et al.  Time-domain reconstruction for thermoacoustic tomography in a spherical geometry , 2002, IEEE Transactions on Medical Imaging.

[112]  Lihong V. Wang,et al.  Photoacoustic Tomography: In Vivo Imaging from Organelles to Organs , 2012, Science.

[113]  F. D. de Mul,et al.  Image reconstruction for photoacoustic scanning of tissue structures. , 2000, Applied optics.

[114]  Markus Haltmeier,et al.  Photoacoustic tomography using a Mach-Zehnder interferometer as an acoustic line detector. , 2007, Applied optics.

[115]  Kun Wang,et al.  Impact of nonstationary optical illumination on image reconstruction in optoacoustic tomography. , 2016, Journal of the Optical Society of America. A, Optics, image science, and vision.

[116]  Robert Nuster,et al.  Compensation of acoustic attenuation for high-resolution photoacoustic imaging with line detectors , 2007, SPIE BiOS.

[117]  Z. Alterman,et al.  Propagation of elastic waves in layered media by finite difference methods , 1968 .

[118]  J. Nocedal Updating Quasi-Newton Matrices With Limited Storage , 1980 .

[119]  Alejandro Garcia-Uribe,et al.  Iterative image reconstruction in elastic inhomogenous media with application to transcranial photoacoustic tomography , 2017, Medical Imaging.

[120]  Huabei Jiang,et al.  4-D Photoacoustic Tomography , 2013, Scientific Reports.

[121]  Michael A. Saunders,et al.  Proximal Newton-type methods for convex optimization , 2012, NIPS.

[122]  D. Borup,et al.  Non-linear inverse scattering: high resolution quantitative breast tissue tomography. , 2012, The Journal of the Acoustical Society of America.

[123]  Heinz H. Bauschke,et al.  Fixed-Point Algorithms for Inverse Problems in Science and Engineering , 2011, Springer Optimization and Its Applications.

[124]  J. Ophir,et al.  IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control , 2008, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control.

[125]  Gregory Beylkin,et al.  A new slant on seismic imaging: Migration and integral geometry , 1987 .

[126]  Huabei Jiang,et al.  Simultaneous reconstruction of acoustic and optical properties of heterogeneous media by quantitative photoacoustic tomography. , 2006, Optics express.

[127]  Mark A. Anastasio,et al.  An Imaging Model Incorporating Ultrasonic Transducer Properties for Three-Dimensional Optoacoustic Tomography , 2011, IEEE Transactions on Medical Imaging.

[128]  Plamen Stefanov,et al.  Instability of the linearized problem in multiwave tomography of recovery both the source and the speed , 2012, 1211.6217.

[129]  J. Barger,et al.  Acoustical properties of the human skull. , 1978, The Journal of the Acoustical Society of America.

[130]  Jin Zhang,et al.  Half-time image reconstruction in thermoacoustic tomography , 2005, IEEE Transactions on Medical Imaging.

[131]  AlbertL. Baert European Radiology , 2013, European Radiology.

[132]  V. Ntziachristos,et al.  Video rate optoacoustic tomography of mouse kidney perfusion. , 2010, Optics letters.

[133]  Yulia Hristova,et al.  Time reversal in thermoacoustic tomography—an error estimate , 2008, 0812.0606.

[134]  G Y Sandhu,et al.  Frequency domain ultrasound waveform tomography: breast imaging using a ring transducer , 2015, Physics in medicine and biology.

[135]  Michael A. Saunders,et al.  LSQR: An Algorithm for Sparse Linear Equations and Sparse Least Squares , 1982, TOMS.

[136]  Lihong V. Wang,et al.  Microwave-induced acoustic imaging of biological tissues , 1999 .

[137]  Nico Karssemeijer,et al.  Ultrasonics, Ferroelectrics, and Frequency Control , 2011 .

[138]  Mark A. Anastasio,et al.  Investigation of the far-field approximation for modeling a transducer's spatial impulse response in photoacoustic computed tomography , 2013, Photoacoustics.

[139]  Markus Haltmeier,et al.  Inversion of Spherical Means and the Wave Equation in Even Dimensions , 2007, SIAM J. Appl. Math..

[140]  Pinhas Ephrat,et al.  Three-dimensional photoacoustic imaging by sparse-array detection and iterative image reconstruction. , 2008, Journal of biomedical optics.

[141]  J. K. Hammond,et al.  Physical and geometrical in-terpretation of fractional operators , 1998 .

[142]  V. Ntziachristos,et al.  Molecular imaging by means of multispectral optoacoustic tomography (MSOT). , 2010, Chemical reviews.

[143]  Lihong V. Wang Ultrasound-Mediated Biophotonic Imaging: A Review of Acousto-Optical Tomography and Photo-Acoustic Tomography , 2004, Disease markers.

[144]  Vasilis Ntziachristos,et al.  The effects of acoustic attenuation in optoacoustic signals , 2011, Physics in medicine and biology.

[145]  V. Altuzar,et al.  Atmospheric pollution profiles in Mexico City in two different seasons , 2003 .

[146]  P Huthwaite,et al.  High-resolution imaging without iteration: a fast and robust method for breast ultrasound tomography. , 2011, The Journal of the Acoustical Society of America.

[147]  S. Holm,et al.  Fractional Laplacian time-space models for linear and nonlinear lossy media exhibiting arbitrary frequency power-law dependency. , 2004, The Journal of the Acoustical Society of America.

[148]  Chulhong Kim,et al.  Photoacoustic imaging and surface-enhanced Raman spectroscopy using dual modal contrast agents , 2016, SPIE BiOS.

[149]  Quing Zhu,et al.  Special Section Guest Editorial: Photoacoustic Imaging and Sensing , 2017, Journal of biomedical optics.

[150]  R. B. Lindsay,et al.  Absorption of Sound in Fluids , 1951 .

[151]  Patrick L. Combettes,et al.  Proximal Splitting Methods in Signal Processing , 2009, Fixed-Point Algorithms for Inverse Problems in Science and Engineering.

[152]  Robert W Schoonover,et al.  Compensation of shear waves in photoacoustic tomography with layered acoustic media. , 2011, Journal of the Optical Society of America. A, Optics, image science, and vision.

[153]  José Salgado,et al.  Nuclear Instruments and Methods , 2003 .

[154]  Mark A. Anastasio,et al.  Joint reconstruction of initial pressure distribution and acoustic skull parameters in transcranial photoacoustic computed tomography (Conference Presentation) , 2018 .

[155]  D. Gottlieb,et al.  Numerical analysis of spectral methods , 1977 .

[156]  Patrick J La Rivière,et al.  Image reconstruction in optoacoustic tomography for dispersive acoustic media. , 2006, Optics letters.

[157]  Huabei Jiang,et al.  Quantitative photoacoustic tomography: Recovery of optical absorption coefficient maps of heterogeneous media , 2006 .

[158]  Mark A. Anastasio,et al.  A Forward-Adjoint Operator Pair Based on the Elastic Wave Equation for Use in Transcranial Photoacoustic Computed Tomography , 2017, SIAM J. Imaging Sci..

[159]  Panagiotis Patrinos,et al.  Forward–backward quasi-Newton methods for nonsmooth optimization problems , 2016, Computational Optimization and Applications.

[160]  Wiendelt Steenbergen,et al.  The Twente Photoacoustic Mammoscope: system overview and performance , 2005, Physics in medicine and biology.

[161]  Rick Chartrand,et al.  Fast algorithms for nonconvex compressive sensing: MRI reconstruction from very few data , 2009, 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

[162]  Stephen Martin Kirkup,et al.  Computational solution of the acoustic field surrounding a baffled panel by the Rayleigh integral method , 1994 .

[163]  Avinash C. Kak,et al.  Principles of computerized tomographic imaging , 2001, Classics in applied mathematics.

[164]  Mark A. Anastasio,et al.  Photoacoustic and Thermoacoustic Tomography: Image Formation Principles , 2015, Handbook of Mathematical Methods in Imaging.

[165]  Kyle S. Hickmann Unique determination of acoustic properties from thermoacoustic data , 2010 .

[166]  M. Vannier,et al.  Why do commercial CT scanners still employ traditional, filtered back-projection for image reconstruction? , 2009, Inverse problems.

[167]  Mark A. Anastasio,et al.  Application of inverse source concepts to photoacoustic tomography , 2007 .

[168]  Yu Zhang,et al.  Tumor glucose metabolism imaged in vivo in small animals with whole-body photoacoustic computed tomography. , 2012, Journal of biomedical optics.

[169]  N. Duric,et al.  Clinical breast imaging with ultrasound tomography: A description of the SoftVue system , 2014 .

[170]  Marc Teboulle,et al.  A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems , 2009, SIAM J. Imaging Sci..

[171]  Lihong V. Wang,et al.  Photoacoustic imaging in biomedicine , 2006 .

[172]  H. Weber,et al.  Temporal backward projection of optoacoustic pressure transients using fourier transform methods. , 2001, Physics in medicine and biology.

[173]  Vasilis Ntziachristos,et al.  Modeling the shape of cylindrically focused transducers in three-dimensional optoacoustic tomography , 2013, Journal of biomedical optics.

[174]  Michael F. Insana IEEE Transactions on Medical Imaging information for authors , 2016 .

[175]  Xiangmin Jiao,et al.  A comparison of preconditioned Krylov subspace methods for large‐scale nonsymmetric linear systems , 2016, Numer. Linear Algebra Appl..

[176]  David Atkinson,et al.  Dynamic MR Image Reconstruction–Separation From Undersampled (${\bf k},t$)-Space via Low-Rank Plus Sparse Prior , 2014, IEEE Transactions on Medical Imaging.

[177]  L. Landweber An iteration formula for Fredholm integral equations of the first kind , 1951 .

[178]  Lihong V. Wang,et al.  Small-Animal Whole-Body Photoacoustic Tomography: A Review , 2014, IEEE Transactions on Biomedical Engineering.

[179]  Quing Zhu,et al.  Real-time photoacoustic tomography of cortical hemodynamics in small animals. , 2010, Journal of biomedical optics.

[180]  Mohamed-Jalal Fadili,et al.  A quasi-Newton proximal splitting method , 2012, NIPS.

[181]  Gunther Uhlmann,et al.  Determining both sound speed and internal source in thermo- and photo-acoustic tomography , 2015, 1502.01172.

[182]  Nicholas I. M. Gould,et al.  Convergence of quasi-Newton matrices generated by the symmetric rank one update , 1991, Math. Program..

[183]  Gerald R. Harris,et al.  Review of transient field theory for a baffled planar piston , 1981 .

[184]  E. Sidky,et al.  Image reconstruction in circular cone-beam computed tomography by constrained, total-variation minimization , 2008, Physics in medicine and biology.

[185]  R. Esenaliev,et al.  Sensitivity of laser opto-acoustic imaging in detection of small deeply embedded tumors , 1999 .

[186]  Thomas L. Szabo,et al.  Time domain wave equations for lossy media obeying a frequency power law , 1994 .

[187]  Lihong V. Wang,et al.  Photoacoustic imaging of biological tissue with intensity-modulated continuous-wave laser. , 2008, Journal of biomedical optics.

[188]  Otmar Scherzer,et al.  Handbook of Mathematical Methods in Imaging , 2015, Handbook of Mathematical Methods in Imaging.

[189]  J. Virieux P-SV wave propagation in heterogeneous media: Velocity‐stress finite‐difference method , 1986 .

[190]  P. C. Pandey,et al.  The Journal of the Acoustical Society of America , 1939 .

[191]  Torsten Hopp,et al.  3D ultrasound computer tomography: Hardware setup, reconstruction methods and first clinical results , 2017 .

[192]  Stefano Marelli,et al.  A critical appraisal of asymptotic 3D-to-2D data transformation in full-waveform seismic crosshole tomography , 2013 .

[193]  P. Stepanishen Transient Radiation from Pistons in an Infinite Planar Baffle , 1970 .

[194]  Mark A. Anastasio,et al.  Simultaneous reconstruction of speed-of-sound and optical absorption properties in photoacoustic tomography via a time-domain iterative algorithm , 2008, SPIE BiOS.

[195]  Lihong V. Wang,et al.  Universal back-projection algorithm for photoacoustic computed tomography. , 2005 .

[196]  Qing Huo Liu,et al.  TR Adjoint Imaging Method for Mitat , 2013 .

[197]  Mark A. Anastasio,et al.  Full-Wave Iterative Image Reconstruction in Photoacoustic Tomography With Acoustically Inhomogeneous Media , 2013, IEEE Transactions on Medical Imaging.

[198]  Martin H. Gutknecht,et al.  A Brief Introduction to Krylov Space Methods for Solving Linear Systems , 2007 .

[199]  Thomas L. Szabo,et al.  Diagnostic Ultrasound Imaging: Inside Out , 2004 .

[200]  B. Cox,et al.  Modeling power law absorption and dispersion for acoustic propagation using the fractional Laplacian. , 2010, The Journal of the Acoustical Society of America.

[201]  Kyle J. Myers,et al.  Foundations of Image Science , 2003, J. Electronic Imaging.

[202]  Leonid Kunyansky A series solution and a fast algorithm for the inversion of the spherical mean Radon transform , 2007 .

[203]  P. Beard Biomedical photoacoustic imaging , 2011, Interface Focus.

[204]  Dimple Modgil,et al.  Image reconstruction in photoacoustic tomography with variable speed of sound using a higher-order geometrical acoustics approximation. , 2010, Journal of biomedical optics.

[205]  Patrick J. La Riviere,et al.  Photoacoustic image reconstruction in an attenuating medium using singular-value decomposition , 2008, 2008 IEEE Nuclear Science Symposium Conference Record.

[206]  Thomas Dreyer,et al.  Full wave modeling of therapeutic ultrasound: efficient time-domain implementation of the frequency power-law attenuation. , 2004, The Journal of the Acoustical Society of America.

[207]  Alexander A. Oraevsky,et al.  Analysis of the Use of Unmatched Backward Operators in Iterative Image Reconstruction With Application to Three-Dimensional Optoacoustic Tomography , 2019, IEEE Transactions on Computational Imaging.

[208]  Paul C. Beard,et al.  Enhancing Compressed Sensing 4D Photoacoustic Tomography by Simultaneous Motion Estimation , 2018, SIAM J. Imaging Sci..

[209]  Peter Kuchment,et al.  Mathematics of Photoacoustic and Thermoacoustic Tomography , 2009, Handbook of Mathematical Methods in Imaging.

[210]  Jin Zhang,et al.  Effects of Different Imaging Models on Least-Squares Image Reconstruction Accuracy in Photoacoustic Tomography , 2009, IEEE Transactions on Medical Imaging.