Laser & Optoelectronics Progress, Volume. 58, Issue 14, 1410022(2021)

Head Pose Estimation Method of Eye Tracker Based on Binocular Camera

Junjie Han1, Kaiqing Luo1,2、*, Jian Qiu1,2, Dongmei Liu1,2, Li Peng1,2, and Peng Han1,2、**
Author Affiliations
  • 1School of Physics and Telecommunication Engineering, South China Normal University, Guangzhou, Guangdong 510006, China
  • 2Guangdong Provincial Engineering Research Center for Optoelectronic Instrument, Guangzhou, Guangdong 510006, China
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    Figures & Tables(17)
    Disparity of facial landmarks
    Flow chart of 3D head pose estimation
    Facial intrinsic coordinate system
    Plan view of the yaw
    Plan view of the roll
    Plan view of the pitch
    Euler correction of the roll
    Euler correction of the yaw
    Experiment platform. (a) Experiment system; (b) 3D rotating optical instruments; (c) binocular cameras
    Images in the head pose dataset. (a) Pitch; (b) roll; (c) yaw
    Visualization of 3D facial landmarks
    Average absolute error of the roll
    Average absolute error of the pitch
    Mean absolute error of the yaw
    • Table 1. Absolute error of Euler angle measurement unit: (°)

      View table

      Table 1. Absolute error of Euler angle measurement unit: (°)

      Absolute errorRollPitchYawMean
      OpenFace5.254.283.624.38
      Ours0.141.002.091.08
    • Table 2. RMS of Euler angle measurement

      View table

      Table 2. RMS of Euler angle measurement

      RMSRollPitchYawMean
      OpenFace7.005.244.075.44
      Ours0.181.112.471.25
    • Table 3. Absolute error of large-angle Euler angle measurement unit: (°)

      View table

      Table 3. Absolute error of large-angle Euler angle measurement unit: (°)

      Absolute errorRollPitchYawMean
      OpenFace8.605.884.216.23
      Ours0.161.271.931.12
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    Junjie Han, Kaiqing Luo, Jian Qiu, Dongmei Liu, Li Peng, Peng Han. Head Pose Estimation Method of Eye Tracker Based on Binocular Camera[J]. Laser & Optoelectronics Progress, 2021, 58(14): 1410022

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    Paper Information

    Category: Image Processing

    Received: Aug. 6, 2020

    Accepted: Oct. 12, 2020

    Published Online: Jun. 30, 2021

    The Author Email: Kaiqing Luo (kqluo@scnu.edu.com), Peng Han (hanp@scnu.edu.cn)

    DOI:10.3788/LOP202158.1410022

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