• DocumentCode
    764892
  • Title

    Mathematical properties of the JPEG2000 wavelet filters

  • Author

    Unser, Michael ; Blu, Thierry

  • Author_Institution
    Biomed. Imaging Group, Swiss Fed. Inst. of Technol. Lausanne, Switzerland
  • Volume
    12
  • Issue
    9
  • fYear
    2003
  • Firstpage
    1080
  • Lastpage
    1090
  • Abstract
    The LeGall 5/3 and Daubechies 9/7 filters have risen to special prominence because they were selected for inclusion in the JPEG2000 standard. We determine their key mathematical features: Riesz bounds, order of approximation, and regularity (Holder and Sobolev). We give approximation theoretic quantities such as the asymptotic constant for the L2 error and the angle between the analysis and synthesis spaces which characterizes the loss of performance with respect to an orthogonal projection. We also derive new asymptotic error formulae that exhibit bound constants that are proportional to the magnitude of the first nonvanishing moment of the wavelet. The Daubechies 9/7 stands out because it is very close to orthonormal, but this turns out to be slightly detrimental to its asymptotic performance when compared to other wavelets with four vanishing moments.
  • Keywords
    approximation theory; data compression; filtering theory; image coding; wavelet transforms; Daubechies filters; Holder regularity; JPEG2000 wavelet filters; LeGall filters; Riesz bounds; Sobolev regularity; approximation order; approximation theory; orthogonal projection; still digital picture compression; Decoding; Discrete cosine transforms; Filter bank; Image coding; Image quality; Performance analysis; Performance loss; Spline; Transform coding; Wavelet transforms;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2003.812329
  • Filename
    1221761