• DocumentCode
    677421
  • Title

    Fast reconstruction of corrupted images and videos by radial basis functions

  • Author

    Skala, Vaclav

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Univ. of West Bohemia, Plzen, Czech Republic
  • fYear
    2013
  • fDate
    25-28 Nov. 2013
  • Firstpage
    267
  • Lastpage
    271
  • Abstract
    This paper presents a novel approach for fast reconstruction of corrupted images and videos. It is expected that corrupted pixels are known and identified. The presented approach is based on a radial basis function interpolation from neighbouring uncorrupted pixels. The proposed algorithm is simple, easy to implement and extensible to higher dimension as well. Algorithm speed-up is mostly due to the inverse RBF matrices, dynamic memory management or GPU cache. An alternative implementation can be based on CPU multithreading giving, according to experiments, similar results as GPU based implementation.
  • Keywords
    image reconstruction; interpolation; matrix algebra; radial basis function networks; storage management; CPU multithreading; GPU cache; algorithm speedup; corrupted images; corrupted videos; dynamic memory management; fast reconstruction; inverse RBF matrices; neighbouring uncorrupted pixels; radial basis function interpolation; Computers; Educational institutions; Graphics processing units; Image reconstruction; Interpolation; Mathematical model; Memory management;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control, Automation and Information Sciences (ICCAIS), 2013 International Conference on
  • Conference_Location
    Nha Trang
  • Print_ISBN
    978-1-4799-0569-0
  • Type

    conf

  • DOI
    10.1109/ICCAIS.2013.6720566
  • Filename
    6720566