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Object extraction from T2 weighted brain MR image using histogram based gradient calculation

机译:使用基于直方图的梯度计算从T2加权脑MR图像中提取目标

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摘要

Several segmentation methods have been reported with their own pros and cons. Here we proposed a method for object extraction from T2 weighted (T2) brain magnetic resonance (MR) images. The proposed method is purely based on histogram processing for gradient calculation. The proposed method utilizes the histogram filtering technique as a pre-processing. The primary brain areas; gray matter (GM), white matter (WM), and cerebrospinal fluid (CSF) are extracted out efficiently from 2D and 3D images. The method has been successfully implemented on human brain MR images obtained in clinical environment.
机译:已经报道了几种分割方法,各有其优缺点。在这里,我们提出了一种从T2加权(T2)脑磁共振(MR)图像中提取对象的方法。该方法完全基于直方图处理进行梯度计算。所提出的方法利用直方图滤波技术作为预处理。主要的大脑区域;从2D和3D图像中有效地提取出灰质(GM),白质(WM)和脑脊髓液(CSF)。该方法已经在临床环境中获得的人脑MR图像上成功实现。

著录项

  • 来源
    《Pattern recognition letters》 |2013年第12期|1356-1363|共8页
  • 作者单位

    Department of Computer Science and Information Technology, The Islamia University of Bahawalpur, Pakistan;

    Department of Computer Science and Information Technology, The Islamia University of Bahawalpur, Pakistan;

    Department of Physics and Applied Mathematics, Pakistan Institute of Engineering and Applied Sciences, Nilore, 45650 Islamabad, Pakistan,Department of Physics, Bahauddin Zakariya University, Multan, Pakistan;

    Department of Computer Science and Information Technology, The Islamia University of Bahawalpur, Pakistan;

    Department of Physics, Bahauddin Zakariya University, Multan, Pakistan;

    Department of Physics and Applied Mathematics, Pakistan Institute of Engineering and Applied Sciences, Nilore, 45650 Islamabad, Pakistan;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Magnetic resonance imaging; Object extraction; Cerebrospinal fluid; Cray matter; White matter;

    机译:磁共振成像;对象提取;脑脊液;克雷物;白质;

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