DocumentCode :
3116005
Title :
Health identification of traditional Chinese medicine with tongue images
Author :
Chang Feng ; Shali Jiang ; Hongwu Wang ; Shizhong Liao
Author_Institution :
Sch. of Comput. Sci. & Technol., Tianjin Univ., Tianjin, China
Volume :
01
fYear :
2013
fDate :
14-17 July 2013
Firstpage :
398
Lastpage :
399
Abstract :
Physical examination, which refers to various organs, depends on a lot of medical apparatus and instruments. The diagnostic result according to the examination reports is objective and reliable, but people cannot get the result instantly. As an important diagnostic method in traditional Chinese medicine (TCM), tongue diagnosis is straightforward, which depends on a sophisticated Chinese medicine doctor to examine the tongue of a patient. However, due to its qualitative, subjective and experience-based nature, traditional tongue diagnosis has a very limited application in clinical treatment. In this paper, we bridge the gap between tongue samples and their physical examination reports. With tongue images and diagnostic results according to the physical examination reports taken into account, the Health Identification System (HIS) we developed explores the relations between the tongue and health condition of a patient. Given a new tongue image, HIS automatically suggests a diagnostic result as tongue diagnosis does. Experimental results derived from a group of 1426 patients as well as other 747 volunteers show that SVM with linear kernel can obtain better performance with less computational cost than SVMs with other kernels. Ultimately, we embed SVM with linear kernel into HIS to learn a model for the tongue diagnosis.
Keywords :
electronic health records; medical image processing; patient diagnosis; support vector machines; HIS; Health Identification System; SVM; TCM; health identification; linear kernel; patient health condition; tongue diagnostic results; tongue images; traditional Chinese medicine; Abstracts; Electronic publishing; Heating; Information services; Internet; Kernel; Tongue; Healthy identification; SVM; Tongue diagnosis; Traditional Chinese medicine (TCM);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2013 International Conference on
Conference_Location :
Tianjin
Type :
conf
DOI :
10.1109/ICMLC.2013.6890501
Filename :
6890501
Link To Document :
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