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Three-dimensional shape-based imaging of absorption perturbation for diffuse optical tomography

机译:基于三维形状的吸收微扰层析成像的吸收扰动成像

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摘要

We present a shape-based approach to three-dimensional image reconstruction from diffuse optical data. Our approach differs from others in the literature in that we jointly reconstruct object and background characterization and localization simultaneously, rather than sequentially process for optical properties and postprocess for edges. The key to the efficiency and robustness of our algorithm is in the model we propose for the optical properties of the background and anomaly: We use a low-order parameterization of the background and another for the interior of the anomaly, and we use an ellipsoid to describe the boundary of the anomaly. This model has the effect of regularizing the inversion problem and provides a natural means of including additional physical properties if they are known a priori. A Gauss-Newton-type algorithm with line search is implemented to solve the underlying nonlinear least-squares problem and thereby determine the coefficients of the parameterizations and the descriptors of the ellipsoid. Numerical results show the effectiveness of this method. (C) 2003 Optical Society of America. [References: 25]
机译:我们提出了一种基于形状的方法来从漫射光学数据重建三维图像。我们的方法与文献中的其他方法的不同之处在于,我们同时重建对象和背景特征以及定位,而不是依次进行光学特性处理和边缘后处理。算法效率和鲁棒性的关键在于我们针对背景和异常的光学特性提出的模型:我们对背景使用低阶参数化,对异常内部使用另一参数,对椭球使用描述异常的边界。该模型具有规整反演问题的作用,并且提供了一种自然的手段,可以包括其他先验已知的物理性质。实现了带线搜索的高斯-牛顿型算法,以解决潜在的非线性最小二乘问题,从而确定参数化系数和椭球描述符。数值结果表明了该方法的有效性。 (C)2003年美国眼镜学会。 [参考:25]

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