Title :
A general approach for analysis and application of discrete multiwavelet transforms
Author :
Yew Tham, Jo ; Shen, Lixin ; Luan Lee, Seng ; Huat Tan, Hwee
Author_Institution :
Dept. of Math., Nat. Univ. of Singapore, Singapore
fDate :
2/1/2000 12:00:00 AM
Abstract :
This paper proposes a general paradigm for the analysis and application of discrete multiwavelet transforms, particularly to image compression. First, we establish the concept of an equivalent scalar (wavelet) filter bank system in which we present an equivalent and sufficient representation of a multiwavelet system of multiplicity r in terms of a set of r equivalent scalar filter banks. This relationship motivates a new measure called the good multifilter properties (GMPs), which define the desirable filter characteristics of the equivalent scalar filters. We then relate the notion of GMPs directly to the matrix filters as necessary eigenvector properties for the refinement masks of a given multiwavelet system. Second, we propose a generalized, efficient, and nonredundant framework for multiwavelet initialization by designing appropriate preanalysis and post-synthesis multirate filtering techniques. Finally, our simulations verified that both orthogonal and biorthogonal multiwavelets that possess GMPs and employ the proposed initialization technique can perform better than the popular scalar wavelets such as Daubechies´D8 wavelet and the D(9/7) wavelet, and some of these multiwavelets achieved this with lower computational complexity
Keywords :
channel bank filters; data compression; discrete wavelet transforms; filtering theory; image coding; matrix algebra; transform coding; D(9/7) wavelet; Daubechies´D8 wavelet; biorthogonal multiwavelets; computational complexity; discrete multiwavelet transforms; equivalent representation; equivalent scalar filter bank system; filter characteristics; general approach; good multifilter properties; image compression; multiwavelet initialization; multiwavelet system; orthogonal multiwavelets; post-synthesis multirate filtering; preanalysis multirate filtering; refinement masks; simulations; sufficient representation; wavelet filter bank system; Computational complexity; Computational modeling; Discrete transforms; Filter bank; Filtering; Image analysis; Image coding; Robustness; Signal generators; Two dimensional displays;
Journal_Title :
Signal Processing, IEEE Transactions on