SOLUTION OF INVERSE PROBLEMS IN IMAGE-PROCESSING BY WAVELET EXPANSION

Citation
Gf. Wang et al., SOLUTION OF INVERSE PROBLEMS IN IMAGE-PROCESSING BY WAVELET EXPANSION, IEEE transactions on image processing, 4(5), 1995, pp. 579-593
Citations number
41
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
10577149
Volume
4
Issue
5
Year of publication
1995
Pages
579 - 593
Database
ISI
SICI code
1057-7149(1995)4:5<579:SOIPII>2.0.ZU;2-I
Abstract
In this paper, we describe a wavelet-base approach to linear inverse p roblems in image processing, In this approach, both the images and the linear operator to be inverted are represented by wavelet expansions, leading to a multiresolution sparse matrix representation of the inve rse problem. The constraints for a regularized solution are enforced t hrough wavelet expansion coefficients, A unique feature of the wavelet approach is a general and consistent scheme for representing an opera tor in different resolutions, an important problem in multigrid/multir esolution processing. This and the sparseness of the representation in duce a multigrid algorithm, The proposed approach was tested on image restoration problems and produced good results.