Medical brain image classification based on multi-feature fusion of convolutional neural network

doi:10.3233/ifs-179387

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	Medical brain image classification based on multi-feature fusion of convolutional neural network
	D. Wang,H. W. Zhao and Q. L. Li
	2020
发表期刊	Journal of Intelligent & Fuzzy Systems
ISSN	1064-1246
卷号	38 期号:1 页码:127-137
摘要	This paper presents a medical brain image algorithm based on multi-feature fusion. Feature extraction based on convolutional neural network was used as texture information, feature extraction based on voxel information was used as morphological feature, and then the two types of features were combined in series. Feature extraction based on convolutional neural network was used as texture information, feature extraction based on voxel information was used as morphological feature, and then the two types of features were combined in series. Then the heuristic search algorithm is used to optimize the feature selection stage. Based on the feature score table extracted by the recursive feature elimination method of support vector machine, the correlation between features is added. Moreover, through experimental analysis, the optimal value of the parameter K was selected according to the heuristic search, and the optimal feature subset was extracted after determining the value of the parameter K. Experiments show that compared with similar algorithms, this algorithm improves the accuracy and efficiency of the classification of brain images.
DOI	10.3233/ifs-179387
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收录类别	SCI
语种	英语
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/64670
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	D. Wang,H. W. Zhao and Q. L. Li. Medical brain image classification based on multi-feature fusion of convolutional neural network[J]. Journal of Intelligent & Fuzzy Systems,2020,38(1):127-137.
APA	D. Wang,H. W. Zhao and Q. L. Li.(2020).Medical brain image classification based on multi-feature fusion of convolutional neural network.Journal of Intelligent & Fuzzy Systems,38(1),127-137.
MLA	D. Wang,H. W. Zhao and Q. L. Li."Medical brain image classification based on multi-feature fusion of convolutional neural network".Journal of Intelligent & Fuzzy Systems 38.1(2020):127-137.

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