• DocumentCode
    3544415
  • Title

    Matching pursuits using slant patterns and its dictionary design [video coding applications]

  • Author

    Imamura, Kousuke ; Kako, Shinya ; Hashimoto, Hideo

  • Author_Institution
    Graduate Sch. of Natural Sci. & Technol., Kanazawa Univ., Japan
  • fYear
    2005
  • fDate
    23-26 May 2005
  • Firstpage
    2080
  • Abstract
    Video coding methods have been based on hybrid coding which employ motion compensation and discrete cosine transforms. But another highly efficient video coding method, at low bit rates, using matching pursuits, is another waveform coding technique which has been suggested recently. The matching pursuits algorithm represents a signal approximately using a dictionary, therefore its performance depends heavily on the dictionary. Matching pursuits generally use a separable dictionary composed of one dimensional basis functions. But, it is difficult for a separable dictionary to code images including slant patterns efficiently. In this paper, we design the dictionary for slant patterns by a simple geometric transform. And we propose a dictionary design algorithm by employing a learning technique for the required memory and complexity reduction. We evaluate the performance of the designed dictionary by computer simulations.
  • Keywords
    image representation; time-frequency analysis; video coding; 1D basis function separable dictionary; Gabor functions; geometric transform; learning technique based dictionary design; low bit rate video coding; matching pursuits based video coding; matching pursuits dictionary; shift rotation dictionary; signal representation; slant pattern coding; Algorithm design and analysis; Bit rate; Computer science; Dictionaries; Discrete cosine transforms; Matching pursuit algorithms; Motion compensation; Pursuit algorithms; RF signals; Video coding;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2005. ISCAS 2005. IEEE International Symposium on
  • Print_ISBN
    0-7803-8834-8
  • Type

    conf

  • DOI
    10.1109/ISCAS.2005.1465028
  • Filename
    1465028