An improved wavelet neural network medical image segmentation algorithm with combined maximum entropy

被引:0
|
作者
Hu, Xiaoqian [1 ]
Tao, Jinxu [1 ]
Ye, Zhongfu [2 ]
Qiu, Bensheng [2 ]
Xu, Jinzhang [2 ]
机构
[1] Univ Sci & Technol China, Dept Elect Engn & Informat, Hefei 230065, Anhui, Peoples R China
[2] Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230065, Anhui, Peoples R China
基金
中国国家自然科学基金;
关键词
Medical image segmentation; wavelet neural network; maximum entropy;
D O I
10.1063/1.5039022
中图分类号
O59 [应用物理学];
学科分类号
摘要
In order to solve the problem of medical image segmentation, a wavelet neural network medical image segmentation algorithm based on combined maximum entropy criterion is proposed. Firstly, we use bee colony algorithm to optimize the network parameters of wavelet neural network, get the parameters of network structure, initial weights and threshold values, and so on, we can quickly converge to higher precision when training, and avoid to falling into relative extremum; then the optimal number of iterations is obtained by calculating the maximum entropy of the segmented image, so as to achieve the automatic and accurate segmentation effect. Medical image segmentation experiments show that the proposed algorithm can reduce sample training time effectively and improve convergence precision, and segmentation effect is more accurate and effective than traditional BP neural network (back propagation neural network : a multilayer feed forward neural network which trained according to the error backward propagation algorithm.
引用
收藏
页数:8
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