• DocumentCode
    2262445
  • Title

    Lossless compression of medical images using space-varying multiresolution multiplicative autoregressive models

  • Author

    Li, C.C. ; Das, M.K.

  • Author_Institution
    Dept. of Electr. & Syst. Eng., Oakland Univ., Rochester, MI, USA
  • fYear
    1993
  • fDate
    16-18 Aug 1993
  • Firstpage
    414
  • Abstract
    This paper presents a new multiresolution predictive scheme for lossless image compression that consists of four successive steps; namely, spatial varying mean calculation, multiresolution decomposition, hierarchical interpolation and predictive coding using two-dimensional multiplicative autoregressive models. This approach has two advantages, namely, entropy reduction in the low resolution, and progressive transmission. The performance of the proposed technique is compared with three alternative techniques; namely, difference pyramid (DP), reduced difference pyramid (RDP) and hierarchical interpolation (HINT) method. The experiments demonstrate that the proposed technique achieves higher compression compared to the other techniques considered
  • Keywords
    autoregressive processes; data compression; difference equations; image coding; image resolution; interpolation; medical image processing; medical signal processing; prediction theory; 2D multiplicative autoregressive models; difference pyramid; hierarchical interpolation; lossless medical image compression; low resolution; multiresolution decomposition; multiresolution predictive scheme; predictive coding; progressive transmission; reduced difference pyramid; space-varying multiresolution multiplicative autoregressive models; spatial varying mean calculation; successive steps; Biomedical engineering; Biomedical imaging; Decorrelation; Entropy coding; Image coding; Image resolution; Predictive models; Spatial resolution; Systems engineering and theory; Two dimensional displays;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 1993., Proceedings of the 36th Midwest Symposium on
  • Conference_Location
    Detroit, MI
  • Print_ISBN
    0-7803-1760-2
  • Type

    conf

  • DOI
    10.1109/MWSCAS.1993.343022
  • Filename
    343022