Explicit algorithms for a new time dependent model based on level set motion for nonlinear deblurring and noise removal

Citation
A. Marquina et S. Osher, Explicit algorithms for a new time dependent model based on level set motion for nonlinear deblurring and noise removal, SIAM J SC C, 22(2), 2000, pp. 387-405
Citations number
26
Categorie Soggetti
Mathematics
Journal title
SIAM JOURNAL ON SCIENTIFIC COMPUTING
ISSN journal
10648275 → ACNP
Volume
22
Issue
2
Year of publication
2000
Pages
387 - 405
Database
ISI
SICI code
1064-8275(20000831)22:2<387:EAFANT>2.0.ZU;2-F
Abstract
In this paper we formulate a time dependent model to approximate the soluti on to the nonlinear total variation optimization problem for deblurring and noise removal introduced by Rudin and Osher [ Total variation base image r estoration with free local constraints, in Proceedings IEEE Internat. Conf. Imag. Proc., IEEE Press, Piscataway, NJ, ( 1994), pp. 31-35] and Rudin, Os her, and Fatemi [ Phys. D, 60 ( 1992), pp. 259-268], respectively. Our mode l is based on level set motion whose steady state is quickly reached by mea ns of an explicit procedure based on Roe's scheme [ J. Comput. Phys., 43 ( 1981), pp. 357-372], used in fluid dynamics. We show numerical evidence of the speed of resolution and stability of this simple explicit procedure in some representative 1D and 2D numerical examples.