Deep Convolutional Neural Networks for Classifying Body Constitution Based on Face Image

المؤلفون المشاركون

Zhang, Shijun
Huan, Er-Yang
Wen, Gui-Hua
Li, Dan-Yang
Hu, Yang
Chang, Tian-Yuan
Wang, Qing
Huang, Bing-Lin

المصدر

Computational and Mathematical Methods in Medicine

العدد

المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-9، 9ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2017-10-18

دولة النشر

مصر

عدد الصفحات

9

التخصصات الرئيسية

الطب البشري

الملخص EN

Body constitution classification is the basis and core content of traditional Chinese medicine constitution research.

It is to extract the relevant laws from the complex constitution phenomenon and finally build the constitution classification system.

Traditional identification methods have the disadvantages of inefficiency and low accuracy, for instance, questionnaires.

This paper proposed a body constitution recognition algorithm based on deep convolutional neural network, which can classify individual constitution types according to face images.

The proposed model first uses the convolutional neural network to extract the features of face image and then combines the extracted features with the color features.

Finally, the fusion features are input to the Softmax classifier to get the classification result.

Different comparison experiments show that the algorithm proposed in this paper can achieve the accuracy of 65.29% about the constitution classification.

And its performance was accepted by Chinese medicine practitioners.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Huan, Er-Yang& Wen, Gui-Hua& Zhang, Shijun& Li, Dan-Yang& Hu, Yang& Chang, Tian-Yuan…[et al.]. 2017. Deep Convolutional Neural Networks for Classifying Body Constitution Based on Face Image. Computational and Mathematical Methods in Medicine،Vol. 2017, no. 2017, pp.1-9.
https://search.emarefa.net/detail/BIM-1142445

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Huan, Er-Yang…[et al.]. Deep Convolutional Neural Networks for Classifying Body Constitution Based on Face Image. Computational and Mathematical Methods in Medicine No. 2017 (2017), pp.1-9.
https://search.emarefa.net/detail/BIM-1142445

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Huan, Er-Yang& Wen, Gui-Hua& Zhang, Shijun& Li, Dan-Yang& Hu, Yang& Chang, Tian-Yuan…[et al.]. Deep Convolutional Neural Networks for Classifying Body Constitution Based on Face Image. Computational and Mathematical Methods in Medicine. 2017. Vol. 2017, no. 2017, pp.1-9.
https://search.emarefa.net/detail/BIM-1142445

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1142445