• DocumentCode
    597993
  • Title

    A cell-based matting Laplacian for contrast enhancement

  • Author

    Chen-Yu Tseng ; Sheng-Jyh Wang

  • Author_Institution
    Dept. of Electron. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
  • fYear
    2012
  • fDate
    Sept. 30 2012-Oct. 3 2012
  • Firstpage
    945
  • Lastpage
    948
  • Abstract
    While various kinds of local tone mapping approaches have been proposed for contrast enhancement, how to automatically recovering overly bright and/or overly dark regions in an image without introducing extra artifacts still remains a challenging problem. Conventional approaches usually apply a translation-invariant filter to decompose the contrast information of an image into a global component and a detailed component and then adjust the contrast components according to some preselected criteria. However, the use of translation-invariant filter makes it hard to adaptively decompose the contrast information based on local image contents. To overcome this problem, we derive a global optimization approach with the use of cell-based matting Laplacian matrix to obtain more accurate decomposition. Besides, for the adjustment of contrast component, we present a spatially varying gamma adjustment approach that can locally recover poorly exposed regions and properly enhance contrast detail. This translation-varying approach can successfully suppress the halo artifacts without the loss of image details.
  • Keywords
    Laplace transforms; filtering theory; image enhancement; matrix algebra; optimisation; adaptive contrast information decomposition; cell-based matting Laplacian matrix; contrast components; contrast enhancement; global optimization approach; image details; local image contents; local tone mapping approach; overly dark regions; spatially varying gamma adjustment approach; translation-invariant filter; translation-varying approach; Equations; Filtering; Image color analysis; Image edge detection; Laplace equations; Matrix decomposition; Vectors; contrast enhancement; gamma adjustment; matting Laplacian;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2012 19th IEEE International Conference on
  • Conference_Location
    Orlando, FL
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4673-2534-9
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2012.6467017
  • Filename
    6467017