Chinese Journal of Liquid Crystals and Displays, Volume. 38, Issue 9, 1198(2023)

Method for improving the accuracy of 3D light field interaction based on a small dataset of hand key points using an MLP network

Shang-en REN, Shu-jun XING, Shuo CHEN, Xun-bo YU, Bin-bin YAN, Kui-ru WANG, and Xin-zhu SANG*
Author Affiliations
  • School of Electronic Engineering,Beijing University of Posts and Telecommunications,Beijing 100876,China
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    Figures & Tables(10)
    Key point of the hand
    Pre-treatment method for key hand points
    MLP training gesture classification
    Simple gesture(Left:Gesture 0~3;Right:Gesture 4~7)
    Complex gestures(Left:Gesture 8~10;Right:Gesture 10~13)
    Gesture recognition results for small sample dataset
    Normalization affects the comparison results of recognition accuracy
    3D light field human-computer interaction and display.(a)Artifact model;(b)Monkey head model.
    • Table 1. Simple gesture recognition results

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      Table 1. Simple gesture recognition results

      测试序列种类数量正确率/%时间/s
      手势012 62396.6830.7
      手势111 69796.4050.6
      手势212 33095.3220.7
      手势312 25998.3180.7
      手势412 31697.4090.7
      手势511 74196.0940.6
      手势611 85198.2710.6
      手势711 99597.3430.6
      1号测试集81 03077.4760.4
    • Table 2. Complex gesture recognition results

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      View in Article

      Table 2. Complex gesture recognition results

      测试序列种类数量正确率/%时间/s
      手势812 40796.0530.7
      手势911 86694.2660.6
      手势1011 24790.3770.4
      手势1111 78294.7250.5
      手势1212 64697.7320.7
      手势1312 38391.2300.7
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    Shang-en REN, Shu-jun XING, Shuo CHEN, Xun-bo YU, Bin-bin YAN, Kui-ru WANG, Xin-zhu SANG. Method for improving the accuracy of 3D light field interaction based on a small dataset of hand key points using an MLP network[J]. Chinese Journal of Liquid Crystals and Displays, 2023, 38(9): 1198

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    Paper Information

    Category: Research Articles

    Received: Feb. 23, 2023

    Accepted: --

    Published Online: Sep. 19, 2023

    The Author Email: Xin-zhu SANG (xzsang@bupt.edu.cn)

    DOI:10.37188/CJLCD.2023-0072

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