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首页> 外文期刊>Artificial life and robotics >Three-dimensional medical image recognition of cancer of the liver by a revised radial basis function (RBF) neural network algorithm
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Three-dimensional medical image recognition of cancer of the liver by a revised radial basis function (RBF) neural network algorithm

机译:修正的径向基函数(RBF)神经网络算法对肝癌的三维医学图像识别

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摘要

In this study, we propose a revised radial basis function (RBF) neural network algorithm and apply this algorithm to computer-aided diagnosis (CAD) of the liver. First, the revised RBF neural network algorithm is applied to recognition of the liver regions, and the recognition results are compared with those obtained using the conventional RBF neural network and the conventional multilay-ered neural network trained using the back-propagation algorithm. It is shown that the revised RBF neural network is accurate, and is a useful method because the parameters are automatically determined. Then, the revised RBF neural network is applied to CAD of the liver cancer called hepa-tocellular carcinoma (HCC).
机译:在这项研究中,我们提出了一种改进的径向基函数(RBF)神经网络算法,并将该算法应用于肝脏的计算机辅助诊断(CAD)。首先,将改进的RBF神经网络算法应用于肝脏区域的识别,并将识别结果与使用常规RBF神经网络和使用反向传播算法训练的常规多层神经网络获得的结果进行比较。结果表明,改进后的RBF神经网络是准确的,是一种有用的方法,因为参数是自动确定的。然后,将修订后的RBF神经网络应用于被称为肝细胞癌(HCC)的肝癌的CAD。

著录项

  • 来源
    《Artificial life and robotics》 |2009年第2期|118-122|共5页
  • 作者单位

    Graduate School of Health Sciences, University of Tokushima,3-18-15 Kuramoto-cho, Tokushima 770-8509, Japan;

    Graduate School of Health Sciences, University of Tokushima,3-18-15 Kuramoto-cho, Tokushima 770-8509, Japan;

    Graduate School of Health Sciences, University of Tokushima,3-18-15 Kuramoto-cho, Tokushima 770-8509, Japan;

    Graduate School of Health Sciences, University of Tokushima,3-18-15 Kuramoto-cho, Tokushima 770-8509, Japan;

    Graduate School of Health Sciences, University of Tokushima,3-18-15 Kuramoto-cho, Tokushima 770-8509, Japan;

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

    medical image recognition; neural network; radial basis function;

    机译:医学图像识别神经网络;径向基函数;

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