Title of article :
Multiwavelet prefilters. II. Optimal orthogonal prefilters
Author/Authors :
K. Attakitmongcol، نويسنده , , K.، نويسنده , , Hardin، نويسنده , , D.P.، نويسنده , , Wilkes، نويسنده , , D.M.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2001
Abstract :
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 part I of this paper [5].
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 filter bank at the first level of decomposition.
Keywords :
optimization , multiwavelets , orthogonality , prefilter. , filter bank
Journal title :
IEEE TRANSACTIONS ON IMAGE PROCESSING
Journal title :
IEEE TRANSACTIONS ON IMAGE PROCESSING