Classification of tongue color based on CNN

Jun Hou, Hong Yi Su, Bo Yan, Hong Zheng, Zhao Liang Sun, Xiao Cong Cai

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

42 Citations (Scopus)

Abstract

Tongue manifestation is one of the most significant basic criteria for the diagnosis of Traditional Chinese Medicine (TCM). And tongue color recognition with high accuracy will contribute to the efficiency of TCM diagnosis. The drawbacks of traditional tongue diagnosis methods are that the features need to be designed artificially. While the feature acquisition from the deep learning is a process of simulating the brain activities and learning behaviors of human beings, and it has achieved fruitful results in many aspects, including image classification, face recognition, objects detection and so on. Therefore, the method combining deep learning with tongue color classification is proposed. First, the preprocessed and enhanced images are created as a tongue image database. Then, the parameters of the traditional network are modified for tongue color classification. Finally, it is more targeted to use our own model to fine-tune our neural networks. The experimental results show that this method is more practical and accurate than the traditional one.

Original languageEnglish
Title of host publication2017 IEEE 2nd International Conference on Big Data Analysis, ICBDA 2017
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages725-729
Number of pages5
ISBN (Electronic)9781509036189
DOIs
Publication statusPublished - 20 Oct 2017
Event2nd IEEE International Conference on Big Data Analysis, ICBDA 2017 - Beijing, China
Duration: 10 Mar 201712 Mar 2017

Publication series

Name2017 IEEE 2nd International Conference on Big Data Analysis, ICBDA 2017

Conference

Conference2nd IEEE International Conference on Big Data Analysis, ICBDA 2017
Country/TerritoryChina
CityBeijing
Period10/03/1712/03/17

Keywords

  • CaffeNet
  • classification of tongue color
  • convolutional neural network

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