Title :
Wavelet based nonlinear image enhancement for Gaussian and uniform noise
Author :
Li, Wenzhe ; Lin, Ji-Nan ; Unbehauen, Rolf
Author_Institution :
Lehrstuhl fur Allgemeine und Theor. Elektrotech., Erlangen-Nurnberg Univ., Germany
Abstract :
We consider image enhancement by using a wavelet based nonlinear filtering scheme. It is well-known that the wavelet transform decomposes an image into a finite number of resolution scales that is very suitable for image analysis and image compression. Such a resolution decomposition is also useful for noisy image enhancement, in view of that the visible noise can be suitably separated in the low-frequency (LF) component and the high-frequency (HF) components of a wavelet transform. While the wavelet transform is used for the decomposition and reconstruction of images, we apply nonlinear piecewise-quadratic (PWQ) filters for the processing of the decomposed progressive wavelet HF components before reconstruction. We show by simulations that such a filtering scheme can achieve a considerable improvement in noise smoothing, details-preserving and the visual quality of images
Keywords :
Gaussian noise; image coding; image enhancement; image reconstruction; image resolution; nonlinear filters; smoothing methods; transform coding; wavelet transforms; Gaussian noise; detail preservation; image analysis; image compression; image decomposition; image reconstruction; low-frequency component; noise smoothing; noisy image enhancement; nonlinear piecewise-quadratic filters; progressive wavelet HF components; resolution decomposition; resolution scales; simulations; uniform noise; visual quality; wavelet based nonlinear filtering; wavelet based nonlinear image enhancement; wavelet transform; Filtering; Hafnium; Image analysis; Image coding; Image enhancement; Image reconstruction; Image resolution; Low-frequency noise; Wavelet analysis; Wavelet transforms;
Conference_Titel :
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-8186-8821-1
DOI :
10.1109/ICIP.1998.723562