Nonlinear pyramid transforms based on median-interpolation

Citation
Dl. Donoho et Tpy. Yu, Nonlinear pyramid transforms based on median-interpolation, SIAM J MATH, 31(5), 2000, pp. 1030-1061
Citations number
31
Categorie Soggetti
Mathematics
Journal title
SIAM JOURNAL ON MATHEMATICAL ANALYSIS
ISSN journal
00361410 → ACNP
Volume
31
Issue
5
Year of publication
2000
Pages
1030 - 1061
Database
ISI
SICI code
0036-1410(20000503)31:5<1030:NPTBOM>2.0.ZU;2-X
Abstract
We introduce a nonlinear refinement subdivision scheme based on median-inte rpolation. The scheme constructs a polynomial interpolating adjacent block medians of an underlying object. The interpolating polynomial is then used to impute block medians at the next ner triadic scale. Perhaps surprisingly , expressions for the refinement operator can be obtained in closed-form fo r the scheme interpolating by polynomials of degree D = 2. Despite the nonl inearity of this scheme, convergence and regularity can be established usin g techniques reminiscent of those developed in analysis of linear refinemen t schemes. The refinement scheme can be deployed in multiresolution fashion to constru ct a nonlinear pyramid and an associated forward and inverse transform. In this paper we discuss the basic properties of these transforms and their po ssible use in removing badly non-Gaussian noise. Analytic and computational results are presented to show that in the presence of highly non-Gaussian noise, the coefficients of the nonlinear transform have much better propert ies than traditional wavelet coefficients.