• DocumentCode
    2722438
  • Title

    Near real-time Fast Bilateral Stereo on the GPU

  • Author

    Mattoccia, Stefano ; Viti, Marco ; Ries, Florian

  • Author_Institution
    DEIS-ARCES, Univ. of Bologna, Bologna, Italy
  • fYear
    2011
  • fDate
    20-25 June 2011
  • Firstpage
    136
  • Lastpage
    143
  • Abstract
    State of the art local stereo correspondence algorithms that adapt their supports to image content allow to infer very accurate disparity maps often comparable to algorithms based on global disparity optimization methods. However, despite their effectiveness, accurate local approaches based on this methodology are also computationally expensive and several simplifications aimed at reducing their computational load have been proposed. Unfortunately, compared to the original approaches, the effectiveness of most of these simplified techniques is significantly reduced. In this paper, we consider an efficient and accurate algorithm referred to as Fast Bilateral Stereo (FBS) that enables to efficiently obtain results comparable to state of the art local approaches describing its mapping on GPUs with CUDA. Experimental results on two NVIDIA GPUs show that our CUDA implementation delivers, on standard stereo pairs, accurate and dense disparity maps in near real-time achieving speedup greater than 100X with respect to the equivalent CPU-based implementation.
  • Keywords
    computer graphic equipment; coprocessors; stereo image processing; CUDA implementation; NVIDIA GPU; global disparity optimization methods; image content; local stereo correspondence algorithms; near real-time fast bilateral stereo; Graphics processing unit; Image color analysis; Instruction sets; Kernel; Real time systems; Stereo vision; Throughput;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition Workshops (CVPRW), 2011 IEEE Computer Society Conference on
  • Conference_Location
    Colorado Springs, CO
  • ISSN
    2160-7508
  • Print_ISBN
    978-1-4577-0529-8
  • Type

    conf

  • DOI
    10.1109/CVPRW.2011.5981835
  • Filename
    5981835