SPACE-VARIANT RECURSIVE RESTORATION OF NOISY IMAGES

Citation
A. Desantis et al., SPACE-VARIANT RECURSIVE RESTORATION OF NOISY IMAGES, IEEE transactions on circuits and systems. 2, Analog and digital signal processing, 41(4), 1994, pp. 249-261
Citations number
34
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
10577130
Volume
41
Issue
4
Year of publication
1994
Pages
249 - 261
Database
ISI
SICI code
1057-7130(1994)41:4<249:SRRONI>2.0.ZU;2-3
Abstract
A new approach to the modelling and filtering problems of nonhomogeneo us images is proposed. The main assumption is that the whole image can be modelled by a collection of open subregions where the 2-D signal i s regular enough to be well described by a smooth two-dimensional Gaus sian process. The boundary points between two adjacent subregions are the image edges which represent sharp discontinuities in the signal di stribution. A non-stationary state-space representation with structura l information about image edges is then obtained. This allows the mode l to vary, adapting to the presence of spatial discontinuities. The re ported simulation results show high filter performances.