Title :
A Novel Decomposition Scheme for Image De-Noising
Author :
Bilcu, R.C. ; Vehvilainen, M.
Author_Institution :
Lab. of Multimedia Tech., Nokia Res. Center, Tampere, Finland
Abstract :
In this paper we introduce a novel decomposition scheme for image de-noising. The processed image is decomposed in several components following a tree structure similar to wavelet decomposition. The main difference rely on the fact that image components are obtained at the output of some adaptive filters while wavelet decomposition uses filters with fixed frequency response. Moreover, in our approach the resolution of the different components is the same. The components are filtered separately and recombined to obtain the output image. The proposed de-noising scheme shows improved performances and simpler implementation compared to other approaches based on wavelet, contourlet and other image transforms.
Keywords :
adaptive filters; filtering theory; frequency response; image denoising; trees (mathematics); wavelet transforms; adaptive filters; frequency response; image denoising; image transforms; tree structure; wavelet decomposition; Adaptive filters; Additive noise; Digital images; Filtering; Image decomposition; Image denoising; Image processing; Image sensors; Noise reduction; Wavelet transforms; Image processing; directional filtering; image de-noising; image decomposition;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.365973