Title :
Wavelet image denoising based spatial noise estimation
Author :
Souad Benabdelkader;Ouarda Soltani
Author_Institution :
Department of Electronics, University of Batna, Batna, Algeria
Abstract :
The classical wavelet denoising scheme estimates the noise level in the wavelet domain using only the upper detail subband. In this paper, we present a hybrid method for wavelet image denoising in which the standard deviation of the noise is estimated on the entire image pixels in the spatial domain within an adaptive edge preservation scheme. Thereafter, that estimation is used to calculate the threshold for wavelet coefficients shrinkage.
Keywords :
"Estimation","Image denoising","Noise reduction","Wavelet domain","Noise level","Image edge detection","Wavelet coefficients"
Conference_Titel :
Signal Processing and Intelligent Systems Conference (SPIS), 2015
DOI :
10.1109/SPIS.2015.7422317