• DocumentCode
    1289570
  • Title

    A selective update approach to matching pursuits video coding

  • Author

    Banham, Mark R. ; Brailean, James C.

  • Author_Institution
    Motorola Inc., Schaumburg, IL, USA
  • Volume
    7
  • Issue
    1
  • fYear
    1997
  • fDate
    2/1/1997 12:00:00 AM
  • Firstpage
    119
  • Lastpage
    129
  • Abstract
    This paper addresses an approach to video coding utilizing an iterative nonorthogonal expansion technique called “matching pursuits” (MP) in combination with a new algorithm for selecting an appropriate coding technique at each frame in a sequence. This decision algorithm is called “selective update” and is based on an estimate of the amount and type of motion occurring between coded frames in a video sequence. This paper demonstrates that the matching pursuits approach is most efficient for video coding when motion compensation results in a prediction error which is well localized to the edges of moving objects. In the presence of global motion, such as panning and zooming, or in the presence of objects entering or leaving a scene, matching pursuits becomes less effective than orthogonal transform-based coding techniques like the block-based discrete cosine transform (DCT). The rate-distortion characteristics of matching pursuits and block-wise DCT coding are used to demonstrate how MP coding can be more efficient than block-wise DCT-based coding. When an appropriate combination of these nonorthogonal and orthogonal transforms are used for encoding a complete low bit-rate video sequence, improved overall compression efficiency can be achieved. Results are shown which demonstrate the effectiveness of a hybrid video codec based on this concept
  • Keywords
    data compression; discrete cosine transforms; image matching; image sequences; iterative methods; motion compensation; motion estimation; prediction theory; rate distortion theory; transform coding; video codecs; video coding; block based discrete cosine transform; block-wise DCT coding; coded frames; compression efficiency; decision algorithm; global motion; hybrid video codec; image sequence; iterative nonorthogonal expansion; low bit rate video sequence; matching pursuits video coding; motion compensation; motion estimation; nonorthogonal transforms; orthogonal transform based coding; panning; prediction error; rate distortion characteristics; selective update; video compression; video sequence; zooming; Discrete cosine transforms; Iterative algorithms; Iterative methods; Layout; Matching pursuit algorithms; Motion compensation; Motion estimation; Pursuit algorithms; Video coding; Video sequences;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems for Video Technology, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1051-8215
  • Type

    jour

  • DOI
    10.1109/76.554423
  • Filename
    554423