2-D Slicewise Waveform Inversion of Sound Speed and Acoustic Attenuation for Ring Array Ultrasound Tomography Based on a Block LU Solver

被引:3
|
作者
Ali, Rehman [1 ]
Mitcham, Trevor M. [1 ]
Brevett, Thurston [2 ]
Agudo, Oscar Calderon [3 ,4 ]
Martinez, Cristina Duran [3 ]
Li, Cuiping [5 ,6 ]
Doyley, Marvin M. [7 ]
Duric, Nebojsa [1 ,8 ,9 ]
机构
[1] Univ Rochester, Med Ctr, Dept Imaging Sci, Rochester, NY 14642 USA
[2] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
[3] FrontWave Imaging, Barcelona 08025, Spain
[4] Imperial Coll London, Dept Earth Sci & Engn, London SW7 2AZ, England
[5] Wayne State Univ, Karmanos Canc Inst, Detroit, MI 48201 USA
[6] Delphinus Med Technol, Novi, MI 48374 USA
[7] Univ Rochester, Dept Elect & Comp Engn, Rochester, NY 14627 USA
[8] Wayne State Univ, Karmanos Canc Inst, Detroit, MI 48201 USA
[9] Univ Rochester, Dept Elect & Comp Engn, Rochester, NY 14642 USA
关键词
Attenuation; Mathematical models; Ultrasonic imaging; Tomography; Image reconstruction; Acoustics; Frequency-domain analysis; Frequency domain; waveform inversion; tomography; ultrasound; ring array; BREAST-CANCER; COMPUTED-TOMOGRAPHY; HELMHOLTZ-EQUATION; RECONSTRUCTION;
D O I
10.1109/TMI.2024.3383816
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Ultrasound tomography is an emerging imaging modality that uses the transmission of ultrasound through tissue to reconstruct images of its mechanical properties. Initially, ray-based methods were used to reconstruct these images, but their inability to account for diffraction often resulted in poor resolution. Waveform inversion overcame this limitation, providing high-resolution images of the tissue. Most clinical implementations, often directed at breast cancer imaging, currently rely on a frequency-domain waveform inversion to reduce computation time. For ring arrays, ray tomography was long considered a necessary step prior to waveform inversion in order to avoid cycle skipping. However, in this paper, we demonstrate that frequency-domain waveform inversion can reliably reconstruct high-resolution images of sound speed and attenuation without relying on ray tomography to provide an initial model. We provide a detailed description of our frequency-domain waveform inversion algorithm with open-source code and data that we make publicly available.
引用
收藏
页码:2988 / 3000
页数:13
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