NDLI: Using convolutional neural network for diabetes mellitus diagnosis based on tongue images

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Using convolutional neural network for diabetes mellitus diagnosis based on tongue images

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Using convolutional neural network for diabetes mellitus diagnosis based on tongue images

Content Provider	IET Digital Library
Author	Wu, Lintai Luo, Xiaoling Xu, Yong
Abstract	Tongue diagnosis plays a great role in traditional Chinese medicine. Diabetes mellitus (DM) diagnosis is a significant branch of tongue diagnosis. In recent years, many algorithms have been proposed to aid DM diagnosis based on tongue images. However, most of the previous studies are based on the traditional machine learning and extract only low-level features, such as colour and texture. Here, the authors used a convolutional neural network for tongue image classification by extracting and using the high-level features of tongue images. They conducted an experiment on a set of 422 DM images and 422 healthy images, which were captured by the specialised device. In order to solve the problem of a small dataset, the authors used a pre-trained model to fine-tune parameters of the network, which is a kind of transfer learning way to accelerate the training speed and improve the accuracy. Finally, the authors compared their experiment with the other state-of-the-art algorithms of DM diagnosis, and the results show that their method has the best performance in terms of many assessment criteria.
Starting Page	635
Ending Page	638
Page Count	4
Volume Number	2020
e-ISSN	20513305
Issue Number	Issue 13, Jul (2020)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/joe/2020/13
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/joe.2019.1151
Journal	The Journal of Engineering
Publisher	The Institution of Engineering and Technology
Publisher Date	2020-01-31
Access Restriction	Open
Rights License	Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/)
Subject Keyword	Biological Organs Biology And Medical Computing Computer Vision And Image Processing Technique Convolutional Neural Nets Convolutional Neural Network Diabetes Mellitus Diagnosis Diseases DM Diagnosis DM Image Feature Extraction Healthy Image High-level Feature Image Capture Image Classification Image Colour Analysis Image Recognition Knowledge Engineering Technique Learning in AI Low-level Feature Medical Image Processing Neural Computing Technique Patient Diagnosis Tongue Diagnosis Tongue Image Tongue Image Classification Traditional Chinese Medicine
Content Type	Text
Resource Type	Article

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