Block-median pyramidal transform: Analysis and denoising applications

Citation
Vp. Melnik et al., Block-median pyramidal transform: Analysis and denoising applications, IEEE SIGNAL, 49(2), 2001, pp. 364-372
Citations number
31
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON SIGNAL PROCESSING
ISSN journal
1053587X → ACNP
Volume
49
Issue
2
Year of publication
2001
Pages
364 - 372
Database
ISI
SICI code
1053-587X(200102)49:2<364:BPTAAD>2.0.ZU;2-G
Abstract
A nonlinear multiscale pyramidal transform based on nonoverlapping block de compositions using the median operation and a polynomial approximation is c onsidered. It is shown that this structure can be useful for denoising of o ne- and two-dimensional (1-D and 2-D) signals, Various denoising techniques are analyzed, including methods based on spatially adaptive thresholding a nd partial cycle-spinning algorithms. An analytical method for deriving the distribution function of the transform coefficients is also presented, Thi s, in turn, can be used for the selection of thresholds for denoising appli cations.