Statistical estimation of the regularization parameter for ultrasound tomographic reconstructions and its noise tolerance

Roberto Ceccato,Sergio Furuie

MEDICAL IMAGING 2022: ULTRASONIC IMAGING AND TOMOGRAPHY(2022)

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摘要
Refracted ray-path model in transmission-based ultrasound tomography (USCT) is a promising medical imaging technique. Although, most reconstructing methods for this technique fall into ill-conditioned problems that require prior information and regularization for solving, in this case choosing the regularization parameter by guessing and testing might be a time consuming task. The current report intends to present and test the robustness against measurement noise of a statistical estimation of Tikhonov regularization factor needed in refraction-corrected sound speed distribution in transmission-based USCT.
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关键词
Imaging, ultrasound, tomography, non-linear inverse problems, Fast Marching Method, Laplacian regularization, Region of interest, Conjugated Gradient
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