DocumentCode :
3136193
Title :
An interpolation-fltering method for noise-corrupted images
Author :
Courmontagen, P. ; Cavassilas, J.F.
Author_Institution :
Univ. de Toulon et du Var, La Valette du Var, France
Volume :
2
fYear :
1997
fDate :
2-4 Jul 1997
Firstpage :
1091
Abstract :
We develop an interpolation method, that allows image filtering at the same time, for both additive and multiplicative noise. The noise-corrupted image is divided into several subimages, each of them is expanded into a series of uncorrelated coefficients. The basis functions are stochastic matched filters: they are obtained by solving an integral equation whose discrete form is similar to a generalized eigenvalues problem. Next, the Fourier coefficients of the interpolated-filtered subimages are determined according to the uncorrelated variables, and according to the Fourier coefficients of the stochastic matched filters. Finally, the interpolated-filtered image is obtained by reconstruction. In order not to have a blurred image as a result, each subimage is treated differently from the other. So that, this treatment is linear for the subimages and nonlinear for the entire image. Simulations on images containing 256×256 pixels are given for both an additive and a multiplicative noise case
Keywords :
Fourier analysis; filtering theory; image reconstruction; integral equations; interpolation; matched filters; noise; stochastic processes; 256 pixel; 65536 pixel; Fourier coefficients; additive noise; basis functions; generalized eigenvalues problem; image filtering; image reconstruction; integral equation; interpolation-filtering method; multiplicative noise; noise-corrupted image; noise-corrupted images; simulations; stochastic matched filters; subimages; uncorrelated coefficients; uncorrelated variables; Additive noise; Eigenvalues and eigenfunctions; Filtering; Image reconstruction; Integral equations; Interpolation; Matched filters; Pixel; Stochastic processes; Stochastic resonance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Signal Processing Proceedings, 1997. DSP 97., 1997 13th International Conference on
Conference_Location :
Santorini
Print_ISBN :
0-7803-4137-6
Type :
conf
DOI :
10.1109/ICDSP.1997.628555
Filename :
628555
Link To Document :
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