| 基于深度卷积神经网络的脑部图像疾病类别特征库构建 |
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| 引用本文： | 万艳丽,胡红濮,陈荃,高星,王岩.基于深度卷积神经网络的脑部图像疾病类别特征库构建[J].医学信息学杂志,2018,39(3):16-20. |
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| 作者姓名： | 万艳丽 胡红濮 陈荃 高星 王岩 |
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| 作者单位： | 中国医学科学院/北京协和医学院医学信息研究所 北京 100020,中国医学科学院/北京协和医学院医学信息研究所 北京 100020,中国医学科学院/北京协和医学院医学信息研究所 北京 100020,中国医学科学院/北京协和医学院医学信息研究所 北京 100020,中国医学科学院/北京协和医学院医学信息研究所 北京 100020 |
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| 基金项目： | 国家自然科学基金项目（项目编号：61703436）；中央级公益性科研院所基本科研业务费项目（项目编号：2016ZX330013）。 |
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| 摘 要： | 介绍深度卷积神经网络基本理论，阐述基于深度卷积神经网络的脑部图像视觉特征提取，设计一种适用于脑部疾病图像的分类器，进而实现脑部图像疾病类别特征库构建，为基于脑部图像疾病类别特征库开展临床辅助决策等应用提供可能。
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| 关 键 词： | 卷积神经网络 图像视觉特征 脑部图像 |
| 修稿时间： | 2017/6/13 0:00:00 |
Building of Brain Image Disease Category Characteristics Database Based on Deep Convolutional Neural Network |
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| WAN Yan-li,HU Hong-pu,CHEN Quan,GAO Xing and WANG Yan.Building of Brain Image Disease Category Characteristics Database Based on Deep Convolutional Neural Network[J].Journal of Medical Informatics,2018,39(3):16-20. |
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| Authors: | WAN Yan-li HU Hong-pu CHEN Quan GAO Xing and WANG Yan |
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| Institution: | Institute of Medical Information, Chinese Academy of Medical Sciences/Peking Union Medical College, Beijing 100020, China,Institute of Medical Information, Chinese Academy of Medical Sciences/Peking Union Medical College, Beijing 100020, China,Institute of Medical Information, Chinese Academy of Medical Sciences/Peking Union Medical College, Beijing 100020, China,Institute of Medical Information, Chinese Academy of Medical Sciences/Peking Union Medical College, Beijing 100020, China and Institute of Medical Information, Chinese Academy of Medical Sciences/Peking Union Medical College, Beijing 100020, China |
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| Abstract: | The paper introduces the basic theory of deep convolutional neural network and expounds on visual feature extraction of brain images based on deep Convolutional Neural Network(CNN), designs a kind of categorizer that is applicable to brain disease image to build brain image disease category characteristics database, making applications like clinical assistant decision-making based on brain image disease category characteristics database possible. |
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| Keywords: | Convolutional Neural Network(CNN) Image visual features Brain images |
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