教師資料查詢 | 類別: 期刊論文 | 教師: 許輝煌 Hsu Hui-huang (瀏覽個人網頁)

標題:Prediction of Chronic Kidney Disease Stages by Renal Ultrasound Imaging
學年108
學期1
出版(發表)日期2020/01/01
作品名稱Prediction of Chronic Kidney Disease Stages by Renal Ultrasound Imaging
作品名稱(其他語言)
著者Chi-Jim Chen; Tun-Wen Pai; Hui-Huang Hsu; Chien-Hung Lee; Kuo-Su Chen; Yung-Chih Chen
單位
出版者
著錄名稱、卷期、頁數Enterprise Information Systems 14(2), p.178-195
摘要To detect chronic kidney disease (CKD) at earlier stages, diagnosis through non-invasive ultrasonographic imaging techniques provides an auxiliary clinical approach for at-risk CKD patients. We have established a detection method based on imaging processing techniques and machine learning approaches for the diagnosis of different CKD stages. Decisive area-proportional and textural features and support-vector-machine techniques were applied for efficient and effective analyses. Several clustered collections of CKD patients were evaluated and compared according to the estimated glomerular filtration rates. Based on the findings of evolving changes from ultrasound images, the proposed approach could be used as complementary evidences to help differentiate between different clinical diagnoses.
關鍵字Ultrasonography;support vector machine;feature extraction;chronic kidney disease;estimated glomerular filtration rate(eGFR)
語言英文(美國)
ISSN1751-7575
期刊性質國外
收錄於SCI;EI;
產學合作
通訊作者
審稿制度
國別英國
公開徵稿
出版型式,電子版
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