EFFICIENT AND RELIABLE SCHEMES FOR NONLINEAR DIFFUSION FILTERING

Citation
J. Weickert et al., EFFICIENT AND RELIABLE SCHEMES FOR NONLINEAR DIFFUSION FILTERING, IEEE transactions on image processing, 7(3), 1998, pp. 398-410
Citations number
53
Categorie Soggetti
Computer Science Software Graphycs Programming","Computer Science Theory & Methods","Engineering, Eletrical & Electronic","Computer Science Software Graphycs Programming","Computer Science Theory & Methods
ISSN journal
10577149
Volume
7
Issue
3
Year of publication
1998
Pages
398 - 410
Database
ISI
SICI code
1057-7149(1998)7:3<398:EARSFN>2.0.ZU;2-0
Abstract
Nonlinear diffusion filtering is usually performed with explicit schem es, They are only stable for very small time steps, which leads to poo r efficiency and limits their practical use, Based on a recent discret e nonlinear diffusion scale-space framework we present semi-implicit s chemes which are stable for all time steps, These novel schemes use an additive operator splitting (AOS), which guarantees equal treatment o f all coordinate axes. They can be implemented easily in arbitrary dim ensions, have good rotational invariance and reveal a computational co mplexity and memory requirement which is linear in the number of pixel s. Examples demonstrate that, under typical accuracy requirements, AOS schemes are at least ten times more efficient than the widely used ex plicit schemes.