• DocumentCode
    2481616
  • Title

    Non-rigid Image Registration for Historical Manuscript Restoration

  • Author

    Wang, Jie ; Tan, Chew Lim

  • Author_Institution
    Sch. of Comput., Nat. Univ. of Singapore, Singapore, Singapore
  • fYear
    2010
  • fDate
    23-26 Aug. 2010
  • Firstpage
    2274
  • Lastpage
    2277
  • Abstract
    This paper presents a non-rigid registration method for the restoration of double-sided historical manuscripts. Firstly, the gradient direction maps of the two images of a manuscript are examined to identify candidate control points. Then the correspondences of these points are established by minimizing a disimilarity measure consisting of intensity, gradient and displacement. To fully capture the spatial relationship between the two images, a mapping function is defined as the combination of a global affine and local b-splines transformation. The cost function for optimization consists of two parts: normalized mutual information for the goal of similarity and space integral of the square of the second order derivatives for smoothness. To evaluate the proposed method, a wavelet based restoration procedure is applied to registered images. Real documents from the National Archives of Singapore are used for testing and the experimental results are impressive.
  • Keywords
    image registration; image restoration; smoothing methods; splines (mathematics); National Archives of Singapore; candidate control points; disimilarity measure; double-sided historical manuscripts; historical manuscript restoration; local b-splines transformation; mapping function; nonrigid image registration; Accuracy; Cost function; Image restoration; Mathematical model; Robustness; Spline; Text analysis; bleed-through; historical manuscripts; non-rigid; registration; restoration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition (ICPR), 2010 20th International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1051-4651
  • Print_ISBN
    978-1-4244-7542-1
  • Type

    conf

  • DOI
    10.1109/ICPR.2010.557
  • Filename
    5595987