DocumentCode
1533767
Title
Multiwavelet prefilters. II. Optimal orthogonal prefilters
Author
Attakitmongcol, Kitti ; Hardin, Douglas P. ; Wilkes, D. Mitchell
Author_Institution
Sch. of Electr. Eng., Suranaree Univ. of Technol., Thailand
Volume
10
Issue
10
fYear
2001
fDate
10/1/2001 12:00:00 AM
Firstpage
1476
Lastpage
1487
Abstract
For pt.I see IEEE Trans. Circuits Syst. II, vol.45, p.1106-12 (1998). Prefiltering a given discrete signal has been shown to be an essential and necessary step in applications using unbalanced multiwavelets. In this paper, we develop two methods to obtain optimal second-order approximation preserving prefilters for a given orthogonal multiwavelet basis. These procedures use the prefilter construction introduced in Hardin and Roach (1998). The first prefilter optimization scheme exploits the Taylor series expansion of the prefilter combined with the multiwavelet. The second one is achieved by minimizing the energy compaction ratio (ECR) of the wavelet coefficients for an experimentally determined average input spectrum. We use both methods to find prefilters for the cases of the DGHM and Chui-Lian (CL) multiwavelets. We then compare experimental results using these filters in an image compression scheme. Additionally, using the DGHM multiwavelet with the optimal prefilters from the first scheme, we find that quadratic input signals are annihilated by the high-pass portion of the filter bank at the first level of decomposition
Keywords
approximation theory; channel bank filters; circuit optimisation; data compression; image coding; wavelet transforms; Chui-Lian multiwavelets; DGHM multiwavelets; Taylor series expansion; average input spectrum; discrete signal; energy compaction ratio; filter bank; high-pass portion; image compression scheme; multiwavelet prefilters; optimal orthogonal prefilters; optimal second-order approximation preserving prefilters; orthogonal multiwavelet basis; prefilter optimization scheme; quadratic input signals; unbalanced multiwavelets; wavelet coefficients; Compaction; Filter bank; Image coding; Mathematics; Polynomials; Taylor series; Wavelet coefficients;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/83.951534
Filename
951534
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