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Implementation of edge-preserving regularization for frequency-domain diffuse optical tomography

机译:频域漫射光学层析成像边缘保留正则化的实现

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In this study, we first propose the use of edge-preserving regularization in optimizing an ill-conditioned problem in the reconstruction procedure for diffuse optical tomography to prevent unwanted edge smoothing, which usually degrades the attributes of images for distinguishing tumors from background tissues when using Tikhonov regularization. In the edge-preserving regularization method presented here, a potential function with edge-preserving properties is introduced as a regularized term in an objective function. With the minimization of this proposed objective function, an iterative method to solve this optimization problem is presented in which half-quadratic regularization is introduced to simplify the minimization task. Both numerical and experimental data are employed to justify the proposed technique. The reconstruction results indicate that edge-preserving regularization provides a superior performance over Tikhonov regularization.
机译:在这项研究中,我们首先提出使用边缘保留正则化来优化漫射光学层析成像重建过程中的病态问题,以防止不必要的边缘平滑,这通常会降低在使用时将图像与背景组织区分开的图像属性Tikhonov正则化。在此处介绍的边缘保留正则化方法中,将具有边缘保留属性的势函数作为目标函数中的正则项引入。通过最小化提出的目标函数,提出了一种解决此优化问题的迭代方法,其中引入了半二次正则化以简化最小化任务。数值和实验数据均被用来证明该技术的合理性。重建结果表明,保留边的正则化方法比Tikhonov正则化方法具有更高的性能。

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