• DocumentCode
    1249689
  • Title

    Subband dictionaries for low-cost matching pursuits of video residues

  • Author

    De Vleeschouwer, C. ; Macq, B.

  • Author_Institution
    Lab. de Telecommun. et Teledetection, Univ. Catholique de Louvain, Belgium
  • Volume
    9
  • Issue
    7
  • fYear
    1999
  • fDate
    10/1/1999 12:00:00 AM
  • Firstpage
    984
  • Lastpage
    993
  • Abstract
    “Matching pursuits” is a signal expansion technique whose efficiency for video coding has already been largely demonstrated in the MPEG-4 framework. In this paper, our attention focuses on complexity issues. First, the most expensive step of the signal expansion process is significantly speeded up by exploiting results achieved in the wavelet and multiresolution theory. A subband dictionary is proposed as an alternative to the Gabor dictionary that has been used up to now. Equivalent levels of quality are achieved with both dictionaries, but the computational cost is significantly reduced when using the subband one. Then, we explain how, with any dictionary, the linearity of the inner product could be exploited to further speed up the process in return for an increased amount of memory
  • Keywords
    computational complexity; data compression; image matching; image resolution; transform coding; video coding; wavelet transforms; Gabor dictionary; MPEG-4; complexity; computational cost reduction; inner product linearity; low-cost matching pursuits; memory; multiresolution theory; quality; signal expansion technique; subband dictionaries; video coding; video residues; wavelet theory; Dictionaries; Discrete cosine transforms; Discrete wavelet transforms; Filters; Matching pursuit algorithms; Signal processing; Signal resolution; Vectors; Video coding; Video compression;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems for Video Technology, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1051-8215
  • Type

    jour

  • DOI
    10.1109/76.795050
  • Filename
    795050