Filtered wavelet thresholding methods. (Q1426753)
From MaRDI portal
| This is the item page for this Wikibase entity, intended for internal use and editing purposes. Please use this page instead for the normal view: Filtered wavelet thresholding methods. |
scientific article; zbMATH DE number 2057215
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Filtered wavelet thresholding methods. |
scientific article; zbMATH DE number 2057215 |
Statements
Filtered wavelet thresholding methods. (English)
0 references
15 March 2004
0 references
The quality of a denoised image depends on several factors, including especially the choice of the thresholding parameter \(\lambda\) and the use of a suitable filter function. In this paper the authors study a piecewise quadratic function of \(\lambda\) and an exponential function of \(\lambda\) that can be satisfyingly used as filters instead of the soft thresholding filter \textit{D. L. Donoho} and \textit{I. M. Johnstone} [Biometrika 81, No.~3, 425--455 (1994; Zbl 0815.62019)] commonly considered, and prove that the filtered approximation they obtain is a near-minimizer of the related functional. An analysis of several numerical experiments on test images, supporting the validity of the approach, is also included.
0 references
image denoising
0 references
variational approach
0 references
filtered solution
0 references
wavelet thresholding
0 references
numerical experiments
0 references
0 references
0.9015644
0 references
0 references
0.88753384
0 references
0.8825448
0 references
0 references