期刊名称:Indian Journal of Innovations and Developments
印刷版ISSN:2277-5382
电子版ISSN:2277-5390
出版年度:2015
卷号:4
期号:2
页码:104-110
语种:English
出版社:Indian Society for Education and Environment
摘要:Objectives: To find out the diabetes mellitus disease with better accuracy by comparing the tongue features of diseased persons with the tongue features of normal persons. Methods: Median filter is used for remove the unwanted noise from tongue image. The proximal support vector machine is a classification technique which is used for separate the diabetes mellitus and non proliferative diabetic retinopathy samples from the healthy samples. Findings: The proposed method achieves high performance in terms of precision, recall, accuracy and F-measure. Application/Improvements: Median filter is used for preprocessing the tongue image and PSVM classifier used for classification which results in better accuracy than the SVM classifier.
其他摘要:Objectives: To find out the diabetes mellitus disease with better accuracy by comparing the tongue features of diseased persons with the tongue features of normal persons. Methods: Median filter is used for remove the unwanted noise from tongue image. The proximal support vector machine is a classification technique which is used for separate the diabetes mellitus and non proliferative diabetic retinopathy samples from the healthy samples. Findings: The proposed method achieves high performance in terms of precision, recall, accuracy and F-measure. Application/Improvements: Median filter is used for preprocessing the tongue image and PSVM classifier used for classification which results in better accuracy than the SVM classifier.
关键词:Diabetes Mellitus; Support Vector Machine; Non Proliferative Diabetic Retinopathy and Median Filter.