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
Link To Document