• DocumentCode
    71591
  • Title

    Robust Match Fusion Using Optimization

  • Author

    Xiameng Qin ; Jianbing Shen ; Xiaoyang Mao ; Xuelong Li ; Yunde Jia

  • Author_Institution
    Beijing Lab. of Intell. Inf. Technol., Beijing Inst. of Technol., Beijing, China
  • Volume
    45
  • Issue
    8
  • fYear
    2015
  • fDate
    Aug. 2015
  • Firstpage
    1549
  • Lastpage
    1560
  • Abstract
    In this paper, we present a novel patch-based match and fusion algorithm by taking account of moving scene in a multiple exposure image sequence using optimization. A uniform iterative approach is developed to match and find the corresponding patches in different exposure images, which are then fused in each iteration. Our approach does not need to align the input multiple exposure images before the fusion process. Considering that the pixel values are affected by various exposure time, we design a new patch-based energy function that will be optimized to improve the matching accuracy. An efficient patch-based exposure fusion approach using the random walker algorithm is developed to preserve the moving objects from the input multiple exposure images. To the best of our knowledge, our algorithm is the first patch-based exposure fusion work to preserve the moving objects of dynamic scenes that does not need the registration process of different exposure images. Experimental results of moving scenes demonstrate that our algorithm achieves visually pleasing fusion results without ghosting artifacts, while the results produced by the state-of-the-art exposure fusion and tone mapping algorithms exhibit different levels of ghosting artifacts.
  • Keywords
    image fusion; image matching; image motion analysis; image sequences; iterative methods; optimisation; exposure images; ghosting artifact; iterative approach; moving objects preservation; multiple exposure image sequence; optimization; patch-based exposure fusion approach; patch-based match-and-fusion algorithm; pixel value; random walker algorithm; robust match fusion; tone mapping algorithm; Algorithm design and analysis; Cameras; Dynamic range; Heuristic algorithms; Image color analysis; Optimization; Reliability; Exposure fusion; moving scenes; optimization; patch-based match; random walker;
  • fLanguage
    English
  • Journal_Title
    Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    2168-2267
  • Type

    jour

  • DOI
    10.1109/TCYB.2014.2355140
  • Filename
    6899628