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A Novel Automatic Liver Surface Registration Method Using Spherical Harmonics

机译:一种利用球谐函数的新型肝表面自动配准方法

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摘要

In 3-D Shape model using Spherical harmonics (SPHARM), alignment step is done by aligning the First-Order-Ellipsoid (FOE) between objects. If the 3-D shape is complex such as liver shape, the traditional method cannot find accurate transform. We propose a novel and automatic two-step registration method for liver applications in both object and parameter spaces. We first use Coherent Point Drift (CPD), to align the object, and the registered object is decomposed with SPHARM. Finally, we find the corresponding point between objects by minimizing the error function in the parameter space. Experimental results show that our surface alignment method is more accurate and flexible than the traditional approach for liver applications.
机译:在使用球谐函数(SPHARM)的3-D形状模型中,对齐步骤是通过在对象之间对齐一阶椭圆体(FOE)来完成的。如果3-D形状很复杂(例如肝脏形状),则传统方法无法找到准确的变换。我们为对象和参数空间中的肝脏应用提出了一种新颖的自动两步配准方法。我们首先使用相干点漂移(CPD)对齐对象,然后用SPHARM分解已注册的对象。最后,通过最小化参数空间中的误差函数,找到对象之间的对应点。实验结果表明,我们的表面对准方法比传统的肝脏应用方法更准确,更灵活。

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  • 来源
    《電子情報通信学会技術研究報告》 |2009年第65期|p.29-34|共6页
  • 作者单位

    College of Information and Science, Ristumeikan University, Shiga, Japan Faculty of Engineering, Science and Research Branch, Islamic Azad University, Tehran, Iran;

    College of Information and Science, Ristumeikan University, Shiga, Japan;

    Control and Intelligent Processing Center of Excellence, School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran;

    College of Information and Science, Ristumeikan University, Shiga, Japan Electrical and Electronic Engineering School, Sharif University of Technology, Tehran, Iran;

    Division of Image Analysis, Graduate School of Medicine, Osaka University, Osaka, Japan;

    Department of Radiology, Graduate School of Medicine, Osaka University, Osaka, JAPAN;

    Department of Radiology, Shiga University of Medical Science, Shiga, Japan;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    3-D liver shape; registration; spherical harmonics;

    机译:3-D肝脏形状;注册;球谐函数;
  • 入库时间 2022-08-18 00:35:33

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