• DocumentCode
    1127141
  • Title

    A Variational Approach to Degraded Document Enhancement

  • Author

    Moghaddam, Reza Farrahi ; Cheriet, Mohamed

  • Author_Institution
    Synchromedia Lab. for Multimedia Commun. in Telepresence, Ecole de Technol. Super., Montreal, QC, Canada
  • Volume
    32
  • Issue
    8
  • fYear
    2010
  • Firstpage
    1347
  • Lastpage
    1361
  • Abstract
    The goal of this paper is to correct bleed-through in degraded documents using a variational approach. The variational model is adapted using an estimated background according to the availability of the verso side of the document image. Furthermore, for the latter case, a more advanced model based on a global control, the flow field, is introduced. The solution of each resulting model is obtained using wavelet shrinkage or a time-stepping scheme, depending on the complexity and nonlinearity of the models. When both sides of the document are available, the proposed model uses the reverse diffusion process for the enhancement of double-sided document images. The results of experiments with real and synthesized samples are promising. The proposed model, which is robust with respect to noise and complex background, can also be applied to other fields of image processing.
  • Keywords
    document image processing; image enhancement; wavelet transforms; degraded document enhancement; document image; image processing; variational approach; wavelet shrinkage; PDE-based image processing; Variational framework; bleed-through effect.; document enhancement;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2009.141
  • Filename
    5156506