• DocumentCode
    3319775
  • Title

    Real-time 3D reconstruction and pose estimation for human motion analysis

  • Author

    Graf, Holger ; Yoon, Sang Min ; Malerczyk, Cornelius

  • Author_Institution
    Fraunhofer Inst. fur Graphische Datenverarbeitung (IGD), Darmstadt, Germany
  • fYear
    2010
  • fDate
    26-29 Sept. 2010
  • Firstpage
    3981
  • Lastpage
    3984
  • Abstract
    In this paper, we present a markerless 3D motion capture system based on a volume reconstruction technique of non rigid bodies. It depicts a new approach for pose estimation in order to fit an articulated body model into the captured real-time information. We aim at analyzing athlete´s movements in real-time within a 3D interactive graphics system. The paper addresses recent trends in vision based analysis and its fusion with 3D interactive computer graphics. Hence, the proposed system presents new methods for the 3D reconstruction of human body parts from calibrated multiple cameras based on voxel carving techniques and a 3D pose estimation methodology using Pseudo-Zernike Moments applied to an articulated human body model. Several algorithms have been designed for the deployment within a GPGPU environment allowing us to calculate several principle process steps from segmentation and reconstruction to volume optimization in real-time.
  • Keywords
    Zernike polynomials; image motion analysis; image reconstruction; image segmentation; interactive systems; pose estimation; solid modelling; video signal processing; 3D interactive computer graphics system; GPGPU environment; articulated body model; athlete movement; human body part; human motion analysis; image reconstruction; image segmentation; markerless 3D motion capture system; nonrigid body; pose estimation; pseudoZernike moments; real-time 3D reconstruction; video based analysis; vision based analysis; volume optimization; volume reconstruction; voxel carving; Cameras; Estimation; Humans; Image reconstruction; Real time systems; Solid modeling; Three dimensional displays; 3D reconstruction; Video based analysis; markerless motion capturing; pose estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2010 17th IEEE International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-7992-4
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2010.5650678
  • Filename
    5650678