Discrete dynamics for convex and non-convex smoothing functionals in PDE based image restoration
Author(s) -
Charles M. Elliott,
Beata Gawron,
S. Maier-Paape,
Erik S. Van Vleck
Publication year - 2006
Publication title -
communications on pure andamp applied analysis
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.077
H-Index - 42
eISSN - 1553-5258
pISSN - 1534-0392
DOI - 10.3934/cpaa.2006.5.181
Subject(s) - smoothing , regular polygon , mathematics , convergence (economics) , scheme (mathematics) , mathematical optimization , convex analysis , convex optimization , mathematical analysis , geometry , statistics , economics , economic growth
In this article we consider a model that generalizes the Perona-Malik and the total variation models. We consider discretizations of this new model and show that the discretizations conserve certain properties of the continuous model, in particular convergence of the iterative scheme to a critical point and existence of a discrete Liapunov functional. Computational results are obtained that illustrate different features of the family of models.
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