Chinese Journal of Liquid Crystals and Displays, Volume. 39, Issue 2, 217(2024)

Human posture estimation and movement recognition in fitness behavior

Huichen FU1,2, Junwei GAO1,2、*, and Luyang CHE1,2
Author Affiliations
  • 1School of Automation,Qingdao University,Qingdao 266071,China
  • 2Shandong Key Laboratory of Industrial Control Technology,Qingdao 266071,China
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    Figures & Tables(15)
    YOLOv7-POSE structure diagram
    Extraction diagram of ELAN feature
    [in Chinese]
    Structure diagram of CA attention mechanism
    HorNet structure diagram
    Structure diagram of space pyramid pool
    Example of dataset images
    Feature focus contrast diagram
    Confusion matrix of original network
    Confusion matrix of the improved network
    Recognition effect of original network model
    Recognition effect of improved network model
    • Table 1. Classification and number of targets in the data set

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      Table 1. Classification and number of targets in the data set

      Defect typeTraining setValidation setTest setTotal
      Push up2 2882862862 860
      Lying Leg Raise1 8602322322 324
      Sit in Meditation2 2922862862 864
      Glute Bridge2 4323043043 040
      Squatting2 2102762762 762
      Leg Pressing2 0642582582 850
    • Table 2. Different improved model complexity

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      Table 2. Different improved model complexity

      ModelSize/MBParameters/MFLOPs/GmAP/%
      YOLOv7-POSE1538.03102.391.7
      HorNet1538.0199.493.9
      Transfomer2118.9153.193.6
    • Table 3. Performance index of different improvement methods

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      Table 3. Performance index of different improvement methods

      ModelCAHorNetASPPEIOUmAP/%
      High-Resolution Net90.5
      YOLOv7-POSE91.7
      YOLOv7-POSE-A+++94.8
      YOLOv7-POSE-B+++93.6
      YOLOv7-POSE-C+++94.2
      YOLOv7-POSE-D+++95.4
      YOLOv7-POSE-E++++95.7
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    Huichen FU, Junwei GAO, Luyang CHE. Human posture estimation and movement recognition in fitness behavior[J]. Chinese Journal of Liquid Crystals and Displays, 2024, 39(2): 217

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    Paper Information

    Category: Research Articles

    Received: Apr. 6, 2023

    Accepted: --

    Published Online: Apr. 24, 2024

    The Author Email: Junwei GAO (qdgao163@163.com)

    DOI:10.37188/CJLCD.2023-0127

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