Laser & Optoelectronics Progress, Volume. 58, Issue 24, 2400005(2021)

Review of Deep Learning-Based Human Pose Estimation

Jian Lu, Tengfei Yang*, Bo Zhao, Hangying Wang, Maoxin Luo, Yanran Zhou, and Zhe Li
Author Affiliations
  • School of Electronics and Information, Xi’an Polytechnic University, Xi’an, Shaanxi 710048, China
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    Figures & Tables(21)
    Temporal pose estimation network[18]
    CNN structure of detection-following-regression[19]
    Logarithmic polarization grouping
    Multi-context attention mechanism framework[22]
    Framework of generative adversarial networks[26]
    Comparison of the results with and without human structure prior during network training[27]
    Adversarial PoseNet model structure[27]
    PRM structure[28]
    Multi-scale structure-aware network[11]
    Specific process of joint human body association[44]
    Schematic of dilated convolution
    CPN overall structure[46]
    Comparison of experimental results of various factors affecting the performance of multi-person pose estimation[46]
    Human detection problem[47]
    Pose estimation process of SPLP network[38]
    Two-branch multi-stage CNN architecture[48]
    Schematic of PAFs method[48]
    Comparison results of single person pose estimation experiments (LSP)
    Comparison results of single person pose estimation experiments (MPII)
    Comparison results of multi-person pose estimation experiments (MPII)
    • Table 1. Information of domestic and foreign datasets

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      Table 1. Information of domestic and foreign datasets

      TypeDataset nameData sourceNumber of samplesNumber of nodesStatus of use
      Multiplayer/SingleMPII Human Pose[9]Extract from YouTube video>25000016Research dataset
      MultiplayerCommon Objects in Context[10]Yahoo Web Albums>30000018Research dataset
      MultiplayerAI ChallengeProvided by Meitu>27000014Competition dataset
      MultiplayerMSCOCOProvided by Microsoft>30000018Research dataset
      MultiplayerPoseTrackProvided by the PoseTrack team>135615Latest dataset
      SingleFrames Labeled in Cinema[11]30 Hollywood movies>200009Basic deprecation
      SingleLeeds Sports Pose dataset[12]Sports people on Flickr>2000014Basic deprecation
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    Jian Lu, Tengfei Yang, Bo Zhao, Hangying Wang, Maoxin Luo, Yanran Zhou, Zhe Li. Review of Deep Learning-Based Human Pose Estimation[J]. Laser & Optoelectronics Progress, 2021, 58(24): 2400005

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    Paper Information

    Category: Reviews

    Received: Nov. 16, 2020

    Accepted: Mar. 3, 2021

    Published Online: Nov. 24, 2021

    The Author Email: Tengfei Yang (1062021763@qq.com)

    DOI:10.3788/LOP202158.2400005

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