Laser & Optoelectronics Progress, Volume. 59, Issue 16, 1615003(2022)

Three-dimensional Human Pose Reconstruction Based on Multifeature Point Matching

Yafeng Zhang, Cuixiang Liu*, Jie Ma, and Yating Su
Author Affiliations
  • School of Electronic and Information Engineering, Hebei University of Technology, Tianjin 300401, China
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    Figures & Tables(9)
    Overall framework
    SMPL model. (a) Female model; (b) male model; (c) skeleton structure; (d) head fixed point
    Body-25 skeleton model
    Comparison of reconstruction results on LSP dataset
    Comparison of reconstruction effects
    Influence of head constraint on overall posture
    • Table 1. Comparison of Maximum reconstruction error

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      Table 1. Comparison of Maximum reconstruction error

      MethodTS1TS2TS3TS4
      ForwardRollingChattingSittingWalkingWorkingBoxingBatting
      SMPLify1107.941171.401489.51916.031365.891051.751439.051387.29
      HMR1094.27844.101111.241138.041141.70992.761233.731476.62
      CMR834.59789.15825.41678.211038.60536.68959.45982.22
      MFPM830.74782.48720.13536.23916.30528.07825.051114.93
    • Table 2. Influence of head posture constraint on reconstruction error

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      Table 2. Influence of head posture constraint on reconstruction error

      Head constraintTS5TS6
      ForwardCrouchTurn rightRunning
      ×468.65461.02564.32577.95
      390.60411.59543.02457.87
    • Table 3. Errors of different algorithms on MPI-INF-3DHP database

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      Table 3. Errors of different algorithms on MPI-INF-3DHP database

      MethodTS1TS2TS3TS4TS5TS6
      SMPLify854.451052.701104.811007.72867.67968.41
      HMR825.47935.511018.161045.06866.711196.18
      CMR607.35735.41776.69797.47699.94868.28
      MFPM600.93657.96671.17683.86618.97756.72
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    Yafeng Zhang, Cuixiang Liu, Jie Ma, Yating Su. Three-dimensional Human Pose Reconstruction Based on Multifeature Point Matching[J]. Laser & Optoelectronics Progress, 2022, 59(16): 1615003

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    Paper Information

    Category: Machine Vision

    Received: May. 17, 2021

    Accepted: Jul. 13, 2021

    Published Online: Jul. 22, 2022

    The Author Email: Cuixiang Liu (liucuix@126.com)

    DOI:10.3788/LOP202259.1615003

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