Chinese Journal of Liquid Crystals and Displays, Volume. 39, Issue 8, 1014(2024)

Semi-supervised tongue image segmentation method for traditional chinese medicine based on mutual learning with dual models

Fangxu LI1, Wangming XU1, Xue XU2, and Yun JIA3、*
Author Affiliations
  • 1School of Information Science and Engineering,Wuhan University of Science and Technology,Wuhan 430081,China
  • 2School of Medicine,Wuhan University of Science and Technology,Wuhan 430065,China
  • 3Affiliated Hospital,China University of Geosciences(Wuhan),Wuhan 430074,China
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    References(26)

    [1] LU Y X, LI X G, ZHANG H et al. Review on tongue image segmentation technologies for traditional Chinese medicine: methodologies, performances and prospects[J]. Acta Automatica Sinica, 47, 1005-1016(2021).

    [2] LI J W. Research on the classification of tongue features of traditional Chinese medicine based on deep learning[D](2022).

    [3] WANG Y Y. Diagnosis of tongue images based on convolutional neural networks[D](2022).

    [4] ZHANG X F, GUO Y T, CAI Y H et al. Tongue image segmentation algorithm based on deep convolutional neural network and fully conditional random fields[J]. Journal of Beijing University of Aeronautics and Astronautics, 45, 2364-2374(2019).

    [5] YAN J J, XU Z, GUO R et al. Research on tongue image segmentation based on mask R-CNN[J]. Modernization of Traditional Chinese Medicine and Materia Medica—World Science and Technology, 22, 1532-1538(2020).

    [14] PELÁEZ-VEGAS A, MESEJO P, LUENGO J. A survey on semi-supervised semantic segmentation[J/OL](2023).

    [16] CHAPELLE O, SCHOLKOPF B, ZIEN A. Semi-supervised learning[J]. IEEE Transactions on Neural Networks, 20, 542(2009).

    [24] FANG C W, LI X, LI Z Y et al. Interactive dual-model learning for semi-supervised medical image segmentation[J]. Acta Automatica Sinica, 49, 805-819(2023).

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    Fangxu LI, Wangming XU, Xue XU, Yun JIA. Semi-supervised tongue image segmentation method for traditional chinese medicine based on mutual learning with dual models[J]. Chinese Journal of Liquid Crystals and Displays, 2024, 39(8): 1014

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    Paper Information

    Category: Image Segmentation

    Received: Sep. 22, 2023

    Accepted: --

    Published Online: Sep. 27, 2024

    The Author Email: Yun JIA (jiayun@cug.edu.cn)

    DOI:10.37188/CJLCD.2023-0308

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