• Title of article

    Beyond pixels and regions: A non-local patch means (NLPM) method for content-level restoration, enhancement, and reconstruction of degraded document images

  • Author/Authors

    Moghaddam، نويسنده , , Reza Farrahi and Cheriet، نويسنده , , Mohamed، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2011
  • Pages
    12
  • From page
    363
  • To page
    374
  • Abstract
    A patch-based non-local restoration and reconstruction method for preprocessing degraded document images is introduced. The method collects relative data from the whole input image, while the image data are first represented by a content-level descriptor based on patches. This patch-equivalent representation of the input image is then corrected based on similar patches identified using a modified genetic algorithm (GA) resulting in a low computational load. The corrected patch-equivalent is then converted to the output restored image. The fact that the method uses the patches at the content level allows it to incorporate high-level restoration in an objective and self-sufficient way. The method has been applied to several degraded document images, including the DIBCO’09 contest dataset with promising results.
  • Keywords
    Document understanding , Non-local methods , Document image restoration and reconstruction
  • Journal title
    PATTERN RECOGNITION
  • Serial Year
    2011
  • Journal title
    PATTERN RECOGNITION
  • Record number

    1733914