• Laser & Optoelectronics Progress
  • Vol. 59, Issue 11, 1117001 (2022)
Jiaxin Yang1、**, Dong Han2, Xinming Dong3, Ruixian Tang4, Xiangyang Xu4, Jingjing Luo5、6, and Peng Zhou1、4、6、*
Author Affiliations
  • 1Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin 300072, China
  • 2Linyi Third People’s Hospital, Linyi 276004, Shandong , China
  • 3Tianjin Rehabilitation Center, Tianjin 300191, China
  • 4School of Precision Instrument and Optoelectronics Engineering, Tianjin University, Tianjin 300072, China
  • 5Academy for Engineering and Technology, Fudan University, Shanghai 200043, China
  • 6Ji Hua Laboratory, Foshan 528200, Guangdong , China
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    DOI: 10.3788/LOP202259.1117001 Cite this Article Set citation alerts
    Jiaxin Yang, Dong Han, Xinming Dong, Ruixian Tang, Xiangyang Xu, Jingjing Luo, Peng Zhou. Objectification of Tooth-Marked Tongue in Chinese Medicine Based on Morphological Feature Extraction[J]. Laser & Optoelectronics Progress, 2022, 59(11): 1117001 Copy Citation Text show less
    Function flow chart of tooth-marked tongue analysis algorithm
    Fig. 1. Function flow chart of tooth-marked tongue analysis algorithm
    Preprocessing process of tooth-marked tongue image. (a) Tongue image after segmentation; (b) smallest rectangular containing tongue; (c) tooth mark part extraction image; (d) tooth mark region binarization; (e) image after opening and closing operation; (f) image after contour filling
    Fig. 2. Preprocessing process of tooth-marked tongue image. (a) Tongue image after segmentation; (b) smallest rectangular containing tongue; (c) tooth mark part extraction image; (d) tooth mark region binarization; (e) image after opening and closing operation; (f) image after contour filling
    Simplified schematic diagram of DP algorithm implementation process
    Fig. 3. Simplified schematic diagram of DP algorithm implementation process
    Establishment process of tooth mark thickness array of scallop tongue edge
    Fig. 4. Establishment process of tooth mark thickness array of scallop tongue edge
    Compression effect of DP algorithm and VDLS-DP algorithm on original data. (a)(b) Severe tooth-marked tongue; (c)(d) moderate tooth-marked tongue; (e)(f) mild tooth-marked tongue
    Fig. 5. Compression effect of DP algorithm and VDLS-DP algorithm on original data. (a)(b) Severe tooth-marked tongue; (c)(d) moderate tooth-marked tongue; (e)(f) mild tooth-marked tongue
    ItemTooth-marked tongueNon tooth- marked tongueTotal
    Correct13589224
    Incorrect282553
    Accuracy /%82.8278.0780.86
    Table 1. Performance of tooth marks recognition

    Algorithm type

    Rs /%

    DP

    11.07

    VDLS-DP

    8.65

    Table 2. Relative area deviation of DP algorithm and VDLS-DP algorithm

    Algorithm type

    Incorrect

    Total

    Accuracy /%

    Ref.[6

    71

    135

    45.19

    DP

    41

    69.63

    VDLS-DP

    27

    80.00

    Table 3. Performance of tooth marks number detection
    Tooth mark degreeAmountIncorrectAccuracy /%
    Error typeAmount
    Mild93Mild→moderate2594.62
    Mild→severe3
    Moderate27Moderate→mild4774.07
    Moderate→severe3
    Severe15Severe→mild0286.67
    Severe→moderate2
    Total1351489.63
    Table 4. Test results of tooth marks
    Jiaxin Yang, Dong Han, Xinming Dong, Ruixian Tang, Xiangyang Xu, Jingjing Luo, Peng Zhou. Objectification of Tooth-Marked Tongue in Chinese Medicine Based on Morphological Feature Extraction[J]. Laser & Optoelectronics Progress, 2022, 59(11): 1117001
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