Title :
Parametric Haar-Like Transforms in Image Denoising
Author :
Minasyan, S. ; Astola, Jaakko ; Egiazarian, Karen ; Guevorkian, D.
Author_Institution :
Tampere Univ. of Technol., Finland
Abstract :
In our recent work, a class of parametric transforms, including family of Haar-like transforms, was introduced and studied in application to image compression. Parametric Haar-like transform (PHT) is a discrete orthogonal transform such that it may be computed with a fast algorithm in a structure similar to that of classical fast Haar transform and such that its matrix contains arbitrary predefined vector in its first row. The aim of this paper is to study a potential use of parametric Haar-like transforms in image denoising. A PHT-based post-processing method is proposed which may improve a denoising method based on fixed transforms. In particular, it is shown that the proposed method may significantly improve the performance of wavelet thresholding based image denoising.
Keywords :
Haar transforms; image denoising; PHT; discrete orthogonal transform; image denoising; parametric Haar-like transform; wavelet thresholding; Additive noise; Discrete Fourier transforms; Discrete transforms; Discrete wavelet transforms; Fourier transforms; Gaussian noise; Image coding; Image denoising; Noise reduction; Signal denoising; Haar-like transform; discrete wavelet transform; image denoising;
Conference_Titel :
Image Processing, 2006 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
1-4244-0480-0
DOI :
10.1109/ICIP.2006.313049