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Accurate Surface Reconstruction in 3D Using Two-dimensional Parallel Cross Sections

机译:使用二维平行截面在3D中进行精确的表面重建

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摘要

In medical imaging or computational biology, it is required to reconstruct a surface from contours in cross sections for visualization and further processing. We propose a method to generate a surface which is smooth enough and exactly passes through contours in each cross section. For smoothness, we first define an energy of the surface using the gradient of the normal vector. Then, we express the surface using a level set function and assign values of level set function on each cross section to make the surface exactly passing through contours. Finally, we get an energy minimization problem with constraints, which can be solved using the augmented Lagrangian method and the alternating direction method. The solution of the minimization problem is the surface which we look for. Implementation of the algorithm and numerical experiments are presented.
机译:在医学成像或计算生物学中,需要从横截面的轮廓重建表面以进行可视化和进一步处理。我们提出一种生成足够光滑的表面并精确通过每个横截面轮廓的方法。为了平滑,我们首先使用法向矢量的梯度定义表面的能量。然后,我们使用水平设置函数表示表面,并在每个横截面上分配水平设置函数的值,以使表面精确地通过轮廓。最后,我们得到了带有约束的能量最小化问题,可以使用增强拉格朗日方法和交变方向方法来解决。最小化问题的解决方案是我们寻找的表面。给出了算法的实现和数值实验。

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