• DocumentCode
    598095
  • Title

    GPU implementation of phase-based stereo correspondence and its application

  • Author

    Miura, Masaki ; Fudano, K. ; Ito, Kei ; Aoki, Toyohiro ; Takizawa, Hiroyuki ; Kobayashi, Hideo

  • Author_Institution
    Grad. Sch. of Inf. Sci., Tohoku Univ., Sendai, Japan
  • fYear
    2012
  • fDate
    Sept. 30 2012-Oct. 3 2012
  • Firstpage
    1697
  • Lastpage
    1700
  • Abstract
    This paper proposes a Graphics Processing Unit (GPU) implementation of the stereo correspondence matching using Phase-Only Correlation (POC). The use of high-accuracy stereo correspondence matching based on POC makes it possible to measure accurate 3D shape of the object using stereo vision, while the drawback of POC-based approach is its high computational cost. Addressing this problem, we propose a GPU implementation of POC-based correspondence matching. Through a set of experiments using a variety of GPUs, we demonstrate that the proposed implementation is high-speed and high-efficiency compared with the CPU implementation. We also apply the proposed approach to a real-time 3D measurement system.
  • Keywords
    graphics processing units; image matching; object recognition; shape measurement; stereo image processing; CPU implementation; GPU implementation; POC-based approach; POC-based correspondence matching; computational cost; graphics processing unit; high-accuracy stereo correspondence matching; object 3D shape measurement; phase-based stereo correspondence; phase-only correlation approach; real-time 3D measurement system; stereo vision; Cameras; Correlation; Face; Graphics processing units; Kernel; Real-time systems; Stereo vision; GPU; phaseonly correlation; real-time 3D measurement; stereo correspondence; stereo vision;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2012 19th IEEE International Conference on
  • Conference_Location
    Orlando, FL
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4673-2534-9
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2012.6467205
  • Filename
    6467205