NOISE-REDUCTION USING AN UNDECIMATED DISCRETE WAVELET TRANSFORM

Citation
M. Lang et al., NOISE-REDUCTION USING AN UNDECIMATED DISCRETE WAVELET TRANSFORM, IEEE signal processing letters, 3(1), 1996, pp. 10-12
Citations number
10
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
10709908
Volume
3
Issue
1
Year of publication
1996
Pages
10 - 12
Database
ISI
SICI code
1070-9908(1996)3:1<10:NUAUDW>2.0.ZU;2-O
Abstract
A new nonlinear noise reduction method is presented that uses the disc rete wavelet transform, Similar to Donoho and Johnstone, we employ thr esholding in the wavelet transform domain but, following a suggestion by Coifman, we use an undecimated, shift-invariant, nonorthogonal wave let transform instead of the usual orthogonal one, This new approach c an be interpreted as a repeated application of the original Donoho and Johnstone method for different shifts, The main feature of the new al gorithm is a significantly improved noise reduction compared to the or iginal wavelet based approach, This holds for a large class of signals , both visually and in the l(2) sense, and is shown theoretically as w ell as by experimental results.