Skip to main navigation Skip to search Skip to main content

A multiscale tight frame-inspired scheme for nonlinear diffusion

  • Haihui Wang*
  • , Xiao Kong
  • *Corresponding author for this work
  • Beihang University

Research output: Contribution to journalArticlepeer-review

Abstract

Nonlinear diffusion and wavelet shrinkage are two successfully applied methods for discontinuity preserving denoising of signals and images. Recently, relations between both methods have been established taking into account wavelet shrinkage at one or multiscale. In this paper we show that one step of (stabilized) explicit discretization of nonlinear diffusion can be expressed in terms of tight frame shrinkage on a single spatial level or multiscale. We prove that our scheme permits larger steps while having more choices of shrinkage functions. Numerical examples demonstrate the behavior of our scheme for one or two scales.

Original languageEnglish
Article number1250041
JournalInternational Journal of Wavelets, Multiresolution and Information Processing
Volume10
Issue number5
DOIs
StatePublished - Sep 2012

Keywords

  • Nonlinear diffusion
  • signal denoising
  • tight frame filter bank
  • tight frame shrinkage

Fingerprint

Dive into the research topics of 'A multiscale tight frame-inspired scheme for nonlinear diffusion'. Together they form a unique fingerprint.

Cite this