A 3D shape descriptor for human pose recovery

被引:0
|
作者
Gond, Laetitia [1 ]
Sayd, Patrick [1 ]
Chateau, Thierry [2 ]
Dhome, Michel [2 ]
机构
[1] CEA, LIST, Lab Syst Vis Embarques, Boite Courrier 94, F-91191 Gif Sur Yvette, France
[2] Univ Blaise Pascal, CNRS, LASMEA, Clermont Ferrand, France
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper deals with human body pose recovery through a multicamera system, which is a key task in monitoring of human activity. The proposed algorithm reconstructs the 3D visual hull of the observed body and characterizes its shape with a new 3D shape descriptor. The body pose is then infered through an original two-stage regression process. As the learning step is independant of the camera configuration, the resulting system is easy to set up. This solution is evaluated on synthetic scenes and promising results on real images are also presented.
引用
下载
收藏
页码:370 / +
页数:2
相关论文
共 50 条
  • [31] A multiresolution descriptor for deformable 3D shape retrieval
    Chunyuan Li
    A. Ben Hamza
    The Visual Computer, 2013, 29 : 513 - 524
  • [32] Invariant shape descriptor for 3D video encoding
    Tony Tung
    Takashi Matsuyama
    The Visual Computer, 2015, 31 : 311 - 324
  • [33] A new shape descriptor for surfaces in 3D images
    di Baja, GS
    Svensson, S
    PATTERN RECOGNITION LETTERS, 2002, 23 (06) : 703 - 711
  • [34] Preface to the Special Issue on Human Pose, Motion, Activities and Shape in 3D
    Marin-Jimenez, Manuel J.
    Romero, Javier
    Li, Hao
    Rogez, Gregory
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2022, 130 (02) : 199 - 200
  • [35] SMPLer: Taming Transformers for Monocular 3D Human Shape and Pose Estimation
    Xu, Xiangyu
    Liu, Lijuan
    Yan, Shuicheng
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 46 (05) : 3275 - 3289
  • [36] Generative estimation of 3D human pose using shape contexts matching
    Zhao, Xu
    Liu, Yuncai
    COMPUTER VISION - ACCV 2007, PT I, PROCEEDINGS, 2007, 4843 : 419 - 429
  • [37] Prediction of 3D Human Pose and Shape Based on Multi-Supervision
    Zhang S.
    Lai S.
    Liu Y.
    Tianjin Daxue Xuebao (Ziran Kexue yu Gongcheng Jishu Ban)/Journal of Tianjin University Science and Technology, 2024, 57 (02): : 147 - 154
  • [38] GHUM & GHUML: Generative 3D Human Shape and Articulated Pose Models
    Xu, Hongyi
    Bazavan, Eduard Gabriel
    Zanfir, Andrei
    Freeman, William T.
    Sukthankar, Rahul
    Sminchisescu, Cristian
    2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2020, : 6183 - 6192
  • [39] Invariant shape descriptor for 3D video encoding
    Tung, Tony
    Matsuyama, Takashi
    VISUAL COMPUTER, 2015, 31 (03): : 311 - 324
  • [40] A new 3D shape descriptor based on rotation
    Pan, Jeng-Shyang
    Luo, Hao
    Lu, Zhe-Ming
    Chang, Jung-Chou Harry
    ISDA 2006: SIXTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, VOL 2, 2006, : 300 - +