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基于B P神经网络的脑肿瘤MRI图像分割

王锦程 郁芸 杨坤 胡新华

生物医学工程研究2016,Vol.35Issue(4):290-293,4.
生物医学工程研究2016,Vol.35Issue(4):290-293,4.DOI:10.19529/j.cnki.1672-6278.2016.04.15

基于B P神经网络的脑肿瘤MRI图像分割

Brain Tumor Segmentation of MRI based on BP Neural Network

王锦程 1郁芸 1杨坤 2胡新华3

作者信息

  • 1. 南京医科大学基础医学院,江苏 南京,210029
  • 2. 南京航空航天大学自动化学院,江苏 南京210000
  • 3. 南京医科大学脑科医院,江苏 南京210029
  • 折叠

摘要

Abstract

To distinguish normal tissue area and the tumor area in MRI brain images by using BP neural network technology First-ly,the sample image segmentation with the image processing software was made.Secondly,the sample image segmentation was put into the neural network model as the known sample for training.Finally,the unknown MRI with the trained neural network was classified. Applying the BP neural network in the segmentation of brain MRI could identify the difference between the tumor and the surrounding normal tissues effectively.To improve the accuracy,we input samples of fuzzy area with specific training in the model and used special filtering method.The BP neural network can realize accurate and effective segmentation of brain MRI,but it’s important to choose in-put sample correctly and use special filtering method.

关键词

BP神经网络/MRI图像/脑肿瘤/滤波/图像分割

Key words

BP neural network/MRI image/Brain tumor/Filter/Image segmentation

分类

医药卫生

引用本文复制引用

王锦程,郁芸,杨坤,胡新华..基于B P神经网络的脑肿瘤MRI图像分割[J].生物医学工程研究,2016,35(4):290-293,4.

基金项目

南京市医学科技发展项目(YKK12125、201303009);江苏省大学生实践创新训练计划基金资助项目(201410312057X);南京医科大学“十二五”教育研究课题(JYY2015081)。 ()

生物医学工程研究

OA北大核心CSTPCD

1672-6278

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