The Recognition of Cirrhotic Liver Ultrasonic Images of Multi-feature Fusion Based on BP_Adaboost Ne

来源 :第十一届图像图形技术与应用学术会议(IGTA2016) | 被引量 : 0次 | 上传用户:daliangengbo
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  Due to the recognition rate of single character is low,the method of multi-feature fusion was proposed.BP_Adaboost neural network(BP_ANN)was first used to recognize the B-scan ultrasonic image of cirrhotic liver.Gray level co-occurrence matrix(GLCM)and gray level difference statistics(GLDS)were introduced in this paper.In order to improve the objectivity of the experimental results,uniform local binary pattern(U_LBP)was also applied.The texture features were extracted by any combination of these three methods.Then the feature which was extracted by above combination was input to BP_ANN.It was shown that the combination of GLCM and GLDS was better than any others in this experiment,and the recognition rate was 97%.The design of BP_Adaboost network and the determination of neurons in hidden layer were also discussed.
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