FACTORING WAVELET TRANSFORMS INTO LIFTING STEPS

Citation
I. Daubechies et W. Sweldens, FACTORING WAVELET TRANSFORMS INTO LIFTING STEPS, The journal of fourier analysis and applications, 4(3), 1998, pp. 247-269
Citations number
58
Categorie Soggetti
Mathematics,Mathematics
ISSN journal
10695869
Volume
4
Issue
3
Year of publication
1998
Pages
247 - 269
Database
ISI
SICI code
1069-5869(1998)4:3<247:FWTILS>2.0.ZU;2-8
Abstract
This article is essentially tutorial in nature. We show how any discre te wavelet transform or two band subband filtering with finite filters can be decomposed into a finite sequence of simple filtering steps, w hich we call lifting steps but that are also known as ladder structure s. This decomposition corresponds to a factorization of the polyphase matrix of the wavelet or subband filters into elementary matrices. Tha t such a factorization is possible is well-known to algebraists land e xpressed by the formula SL(n; R[z, z(-1)]) = E(n; R[z, z(-1)])); it is also used in linear systems theory in the electrical engineering comm unity. We present here a self-contained derivation, building the decom position from basic principles such as the Euclidean algorithm, with a focus on applying it to wavelet filtering. This factorization provide s an alternative for the lattice factorization, with the advantage tha t it can also be used in the biorthogonal, i.e., non-unitary case. Lik e the lattice factorization, the decomposition presented here asymptot ically reduces the computational complexity of the transform by a fact or two. Ir has other applications, such as the possibility of defining a wavelet-like transform that maps integers to integers.