• DocumentCode
    919221
  • Title

    Rough sets attributes reduction based expert system in interlaced video sequences

  • Author

    Jeon, Gwanggil ; Kim, Donghyung ; Jeong, Jechang

  • Author_Institution
    Dept. of Electron. & Compute Eng., Hanyang Univ., Seoul
  • Volume
    52
  • Issue
    4
  • fYear
    2006
  • Firstpage
    1348
  • Lastpage
    1355
  • Abstract
    A deinterlacing algorithm that is based on rough sets theory is researched and applied in this paper. The fundamental concepts of rough sets, with upper and lower approximations, offer a powerful means of representing uncertain boundary regions in image processing. However, there are a few studies that discuss the effectiveness of the rough sets concept in the field of engineering. Moreover, the studies involving deinterlacing systems that are based on rough sets have not been proposed yet. Thus, this paper proposes a deinterlacing method that will reliably confirm that the method being tested is the most suitable for the sequence, with almost perfect reliability. This proposed deinterlacing approach employs a size reduction of the database system, keeping only the essential information for the process. Decision making and interpolation results are presented. The results of computer simulations show that the proposed method outperforms a number of methods presented in the literature
  • Keywords
    decision making; expert systems; image sequences; interpolation; rough set theory; video signal processing; decision making; deinterlacing algorithm; expert system; image processing; interlaced video sequences; interpolation; rough sets attributes reduction; rough sets theory; uncertain boundary regions; Database systems; Decision making; Expert systems; Image processing; Interpolation; Power engineering and energy; Reliability engineering; Rough sets; Testing; Video sequences;
  • fLanguage
    English
  • Journal_Title
    Consumer Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0098-3063
  • Type

    jour

  • DOI
    10.1109/TCE.2006.273155
  • Filename
    4050066