基于最优三次卷积核的医学图像三维插值

Yun Tian, Yi Wang, Chongyang Hao, Shihao Chen
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引用次数: 1

摘要

医学图像的三维插值通常采用三次卷积插值。本文系统地分析了三次卷积插值的原理,阐述了不同三次卷积插值方法之间的本质关系。在此基础上,提出了一种基于最优锐控制参数(PSC)的医学图像三维插值方法。该方法充分利用医学体数据的局部特性,通过迭代计算得到局部最优PSC,然后在该参数下对体数据进行一次三次卷积插值。实验结果表明,该方法不仅能有效提高插值精度,而且具有较强的鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
3-D Interpolation of Medical Images Based on the Optimal Cubic Convolution Kernel
The cubic convolution interpolation is usually employed to 3D interpolation of medical images. In the paper, the interpolation principle of cubic convolution is analyzed systematically, and essential relationship among the different cubic convolution interpolation methods is formulated. Based on these, a 3D interpolation method of medical images that is based on the optimal parameter of sharp control (PSC) is presented. The approach makes full use of the local characteristic of medical volume data, and the local optimal PSC is obtained by the iterative computation, and then the volume data is interpolated using the cubic convolution under this parameter in one time. The experimental results show the method presented in the paper not only can improve the interpolation accuracy effectively, but also is robust.
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