• DocumentCode
    2925366
  • Title

    Detection and Removal of Cracks from Digitized Paintings and Images by User Intervention

  • Author

    Desai, Shrinivas D. ; Horadi, Kavita V. ; Navaneet, P. ; Niriksha, B. ; Siddeshvar, V.

  • Author_Institution
    Dept. of IS&E, BVB Coll. of Eng. & Tech, Hubli, India
  • fYear
    2013
  • fDate
    15-17 Dec. 2013
  • Firstpage
    51
  • Lastpage
    55
  • Abstract
    An innovative technique for the detection and elimination of cracks in digitized paintings and images is proposed in this paper. Cracks degrade the quality of painting as well as authenticity of painting becomes questionable. In the proposed method the cracks are detected by thresholding the result of the morphological top-hat transform. Further, misidentified cracks are detected either by involving user intervention or by using a semi-automatic procedure based on region growing technique. Finally, crack interpolation also called crack filling is performed using order statistics filters so as to restore the cracked image. The true positive rate and false positive rate are used to evaluate the performance of the proposed technique. For experimental purpose we collected 2000 classified cracked and un-cracked digital paintings and images from online digital art database. The result shows achievement of true positive rate of about 98.3% at the rate of 0.1 false positive per image. This is because of providing user intervention during module called identifying mis-identified cracks.
  • Keywords
    art; cracks; filtering theory; image restoration; image segmentation; object detection; transforms; crack filling; crack interpolation; crack removal; cracked image restoration; digitized images; digitized paintings; false positive rate; misidentified crack detection; morphological top-hat transform; online digital art database; order statistics filters; region growing technique; thresholding; true positive rate; user intervention; Educational institutions; Filling; Filtering algorithms; Image restoration; Interpolation; Painting; Transforms; Cracks; Digital painting; interpolation; mis-identified cracks; top-hat transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Computing, Networking and Security (ADCONS), 2013 2nd International Conference on
  • Conference_Location
    Mangalore
  • Type

    conf

  • DOI
    10.1109/ADCONS.2013.14
  • Filename
    6714137