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Efficient shape representation and statistical shape modeling of the liver using spherical harmonic functions (SPHARM)

机译:使用球谐函数(SPHARM)进行肝脏的有效形状表示和统计形状建模

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In the field of medical image analysis, the three-dimensional (3-D) shape representation and modeling of anatomic structures using only a few parameters is an important issue, and can be applied to computer assisted diagnosis, surgical simulations, visualization, and many other medical applications. In this paper, we show that the 3D anatomical structure such as the liver can be represented by a few coefficients of spherical harmonic functions (SPHARM). We also propose to use SPHARM based shape representation for statistical shape modeling. Since the dimension of SPHARM based shape representation vector is much lower than the conventional shape representation using coordinates of surface points, our proposed method can be used for small number of training samples and enhance the computation cost.
机译:在医学图像分析领域,仅使用几个参数的三维(3-D)形状表示和解剖结构建模是一个重要的问题,可以应用于计算机辅助诊断,外科手术模拟,可视化等其他医疗应用。在本文中,我们表明3D解剖结构(例如肝脏)可以由一些球谐函数(SPHARM)系数表示。我们还建议使用基于SPHARM的形状表示进行统计形状建模。由于基于SPHARM的形状表示向量的维数比使用表面点坐标的常规形状表示要低得多,因此我们提出的方法可用于少量训练样本,并提高了计算成本。

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