• DocumentCode
    2394305
  • Title

    A new global energy optimization framework for stereo disparity estimation

  • Author

    Mao, Yuhang ; Liu, Sheng ; Zhang, Shaobo ; Wang, Xin ; Zhan, Ye

  • Author_Institution
    Coll. of Comput. Sci. & Technol., Zhejiang Univ. of Technol., Hangzhou, China
  • fYear
    2012
  • fDate
    19-20 May 2012
  • Firstpage
    1805
  • Lastpage
    1809
  • Abstract
    Stereo matching is an essential step in depth estimation, which can be formulated as an energy minimization problem. This paper presents a novel global energy optimization framework for stereo matching. We formulate a new data term revised from normal NCC algorithm. In addition, we adopt multichannel pixel values from input corresponding images to improve the data accuracy. Finally, a bidirectional stereo matching strategy is introduced to refine the disparity calculating results. Our proposed method is definitely helpful for stereo matching and reconstruction of stereo scene. Moreover, we have compared the proposed method with both local method and the approach in [4] quantitatively and qualitatively. The results based on Middlebury data sets show that our method outperforms the others apparently.
  • Keywords
    graph theory; image matching; image reconstruction; stereo image processing; Middlebury data sets; NCC algorithm; bidirectional stereo matching strategy; computer vision; data accuracy improvement; depth estimation; energy function; energy minimization problem; global energy optimization framework; graph cuts; multichannel pixel values; stereo disparity estimation; stereo scene reconstruction; Cameras; Computer vision; Estimation; Labeling; Minimization; Optimization; Stereo vision; a-expansion; energy optimization; graph cuts; stereo matching;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems and Informatics (ICSAI), 2012 International Conference on
  • Conference_Location
    Yantai
  • Print_ISBN
    978-1-4673-0198-5
  • Type

    conf

  • DOI
    10.1109/ICSAI.2012.6223395
  • Filename
    6223395