NONLINEAR MULTIRESOLUTION DECOMPOSITION WITH APPLICATIONS IN IMAGE-RESTORATION

Citation
K. Anandakumar et Sa. Kassam, NONLINEAR MULTIRESOLUTION DECOMPOSITION WITH APPLICATIONS IN IMAGE-RESTORATION, Journal of electronic imaging, 5(3), 1996, pp. 367-378
Citations number
16
Categorie Soggetti
Engineering, Eletrical & Electronic",Optics,"Photographic Tecnology
ISSN journal
10179909
Volume
5
Issue
3
Year of publication
1996
Pages
367 - 378
Database
ISI
SICI code
1017-9909(1996)5:3<367:NMDWAI>2.0.ZU;2-I
Abstract
This paper addresses a nonlinear multiresolution decomposition scheme based on order statistic (OS) filters with applications in image resto ration. In this scheme the input signal is decomposed into multiresolu tion bands using OS filters of different parameter values. We present the deterministic and statistical properties of the decomposed signals . As an application of the proposed scheme, we consider the restoratio n of images in the presence of Gaussian and non-Gaussian noise. In the image restoration, nonlinear filtering is performed on decomposed sig nal components using denoising techniques. Simulations show that this method has better edge and sharp feature preservation and better noise reduction properties than other OS filter based techniques. (C) 1996 SPIE and IS&T.