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Elimination of cross-talk in diffuse optical tomographic reconstructions through a weighted update procedure: results of simulation study

机译:通过加权更新过程消除漫反射光学断层重建中的串扰:仿真研究的结果

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Reconstructions in optical tomography involve obtaining the images of absorption and reduced scattering coefficients. The integrated intensity data has greater sensitivity to absorption coefficient variations than scattering coefficient. However, the sensitivity of intensity data to scattering coefficient is not zero. We considered an object with two inhomogeneities (one in absorption and the other in scattering coefficient). The standard iterative reconstruction techniques produced results, which were plagued by cross talk, i.e., the absorption coefficient reconstruction has a false positive corresponding to the location of scattering inhomogeneity, and vice-versa. We present a method to remove cross talk in the reconstruction, by generating a weight matrix and weighting the update vector during the iteration. The weight matrix is created by the following method: we first perform a simple backprojection of the difference between the experimental and corresponding homogeneous intensity data. The built up image has greater weightage towards absorption inhomogeneity than the scattering inhomogeneity and its appropriate inverse is weighted towards the scattering inhomogeneity. These two weight matrices are used as multiplication factors in the update vectors, normalized backprojected image of difference intensity for absorption inhomogeneity and the inverse of the above for the scattering inhomogeneity, during the image reconstruction procedure. We demonstrate through numerical simulations, that cross-talk is fully eliminated through this modified reconstruction procedure.
机译:在光学断层摄影重建涉及获得吸收的图像和减少散射系数。的积分强度的数据具有比散射系数吸收系数变化更大的灵敏度。然而,强度数据的散射系数的灵敏度是不为零。我们考虑的对象具有两个不均匀性(一个在吸收,另一个在散射系数)。产生的结果的标准迭代重建技术,这是由串扰,即困扰,吸收系数重建具有对应于散射不均匀性的位置的假阳性,并且反之亦然。我们提出了一个方法来在重建去除串扰,通过生成的权重矩阵和迭代期间加权更新向量。权重矩阵由以下方法产生:首先进行的实验和对应的均匀的强度数据之间的差异的一个简单的反投影。内置的图像具有朝向吸收不均匀性比散射不均匀性越大的权重和它的相应的逆朝向散射不均匀性加权。这两个权重矩阵被用作乘法因数的更新向量,差分强度的吸收不均匀性归一化反投影图像和上述供散射不均匀性的倒数,所述图像重建过程中。我们通过数值模拟表明,该串扰是完全通过这一修改重建过程消除。

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