• DocumentCode
    2782631
  • Title

    Stereo matching with cross-based region, hierarchical belief propagation and occlusion handling

  • Author

    Liang, Chao ; Wang, Liang ; Liu, Hongyun

  • Author_Institution
    Coll. of Electron. Inf. & Control Eng., Beijing Univ. of Technol., Beijing, China
  • fYear
    2011
  • fDate
    7-10 Aug. 2011
  • Firstpage
    1999
  • Lastpage
    2003
  • Abstract
    This paper proposes a new global based approach for stereo matching with occlusion handling. We first use a global method based on the energy function to get the initial disparity, in order to get the accurate result, we use cross-based region as data term, and a hierarchical belief propagation strategy is used to smooth the disparity map. To improve performance we introduce the stability factor to determine the smoothness of disparities. For occlusion handling, the main ideal is using segment based strategy to deal with occlusion pixels. Finally, the algorithm is evaluated on the Middlebury data sets, Experimental results shows that the proposed method is competitive with the state of the art.
  • Keywords
    belief networks; computer graphics; image matching; stereo image processing; Middlebury data sets; cross-based region; disparity map smoothing; energy function; hierarchical belief propagation; occlusion handling; stereo matching; Algorithm design and analysis; Belief propagation; Classification algorithms; Computational efficiency; Image segmentation; Real time systems; Stereo vision; adaptive window; belief propagation; occlusion handling; stereo vision;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronics and Automation (ICMA), 2011 International Conference on
  • Conference_Location
    Beijing
  • ISSN
    2152-7431
  • Print_ISBN
    978-1-4244-8113-2
  • Type

    conf

  • DOI
    10.1109/ICMA.2011.5986233
  • Filename
    5986233