• DocumentCode
    598802
  • Title

    Multi-resolution patch and window-based priority for digital image inpainting problem

  • Author

    Dang Thanh Trung ; Larabi, C. ; Beghdadi, Azeddine

  • Author_Institution
    Lab. L2TI, Univ. Paris 13, Paris, France
  • fYear
    2012
  • fDate
    15-18 Oct. 2012
  • Firstpage
    280
  • Lastpage
    284
  • Abstract
    Recently, digital image inpainting has attracted strong research interest because of its extensive applications in real life. The terminology “inpainting” refers to automatic restoration of image defects such as scratches or blotches as well as removal of unwanted objects as, for instance, subtitles, logos, etc, such that it is undetectable by viewers without the reference to the original image. Many works on this subject have been published in recent years. This paper introduces a novel unsupervised image completion framework using a modified exemplar-based method in conjunction with a pyramidal representation of an image. A top-down iterative completion is performed gradually with multi-resolution patches and a window-based priority. The proposed approach is verified on different natural images. Also, a comparison with some existing methods coming from literature is carried out and the results show improvement in favor of our approach.
  • Keywords
    image representation; image restoration; iterative methods; unsupervised learning; digital image inpainting problem; exemplar-based method; image restoration; multiresolution patch; pyramidal image representation; top-down iterative completion; unsupervised image completion framework; window-based priority; Computer vision; Digital images; Eigenvalues and eigenfunctions; Image color analysis; Image resolution; Image restoration; Proposals; image completion; inpainting; multi-resolution; pyramid representation; restoration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing Theory, Tools and Applications (IPTA), 2012 3rd International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    2154-5111
  • Print_ISBN
    978-1-4673-2585-1
  • Type

    conf

  • DOI
    10.1109/IPTA.2012.6469544
  • Filename
    6469544