• DocumentCode
    258850
  • Title

    VLSI implementation of belief-propagation-based stereo matching with linear-model message update

  • Author

    Shen-Fu Hsiao ; Jun-Ming Huang ; Po-Sheng Wu

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Nat. Sun Yat-Sen Univ., Kaohsiung, Taiwan
  • fYear
    2014
  • fDate
    17-20 Nov. 2014
  • Firstpage
    73
  • Lastpage
    76
  • Abstract
    This paper presents both parallel and sequential implementations of linear models for the computation of message update, a critical operation in belief propagation (BP)-based stereo matching that computes the depth information from two images captured at different positions. An improved parallel implementation of the message update is presented that can execute the forward and backward pass concurrently. We also present two versions of sequential designs to reduce area cost of message-update computation. Finally, a complete BP-based stereo matching processor is designed.
  • Keywords
    VLSI; belief networks; image matching; stereo image processing; BP-based stereo matching processor; VLSI implementation; backward pass; belief propagation-based stereo matching; depth information; forward pass; linear models; message-update computation; parallel implementation; sequential designs; Algorithm design and analysis; Belief propagation; Buffer storage; Complexity theory; Computational modeling; Delays; Hardware; belief propagation; depth map; disparity; stereo correspondence; stereo matching; stereo vision;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (APCCAS), 2014 IEEE Asia Pacific Conference on
  • Conference_Location
    Ishigaki
  • Type

    conf

  • DOI
    10.1109/APCCAS.2014.7032722
  • Filename
    7032722