• DocumentCode
    2337066
  • Title

    Atom modulus quantization for matching pursuit video coding

  • Author

    De Vleeschouwer, Christophe ; Zakhor, Avideh

  • Author_Institution
    Lab. de Telecommun., Univ. Catholique de Louvain, Louvain-la-Neuve, Belgium
  • Volume
    3
  • fYear
    2002
  • fDate
    2002
  • Abstract
    We provide an analytical study of the selection and modulus quantization of matching pursuits (MP) coefficients. We demonstrate that an optimal rate-distortion trade-off is achieved by selecting the atoms up to a dead-zone threshold, and by defining the modulus quantizer in terms of that threshold. In doing so, we take into account quantization error re-injection resulting from inserting the modulus quantizer inside the MP atom computation loop. In-loop quantization affects the stepsize of the uniform quantizer, and results in a non-uniform optimal entropy constrained quantizer. Improvements larger than one dB are obtained for video coding.
  • Keywords
    iterative methods; quantisation (signal); rate distortion theory; video coding; atom modulus quantization; dead-zone threshold; in-loop quantization; iterative expansion process; matching pursuit coding; nonuniform optimal entropy constrained quantizer; optimal rate-distortion trade-off; quantization error re-injection; video coding; Atomic measurements; Encoding; Entropy; Exponential distribution; Iterative algorithms; Matching pursuit algorithms; Quantization; Rate-distortion; Signal generators; Video coding;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing. 2002. Proceedings. 2002 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-7622-6
  • Type

    conf

  • DOI
    10.1109/ICIP.2002.1039062
  • Filename
    1039062