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Título: =Total Bounded Variation Regularization as a Bilaterally Constrained Optimization Problem
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Publicación seriada
Referencias AnalíticasReferencias Analíticas
Autor: Hintermüller, M. ; Kunisch, K.
Título: Total Bounded Variation Regularization as a Bilaterally Constrained Optimization Problem
Páginas/Colación: pp. 1311 - 1333
Url: Ir a http://epubs.siam.org/sam-bin/dbq/article/42278http://epubs.siam.org/sam-bin/dbq/article/42278
SIAM Journal on Applied Mathematics Vol. 64, no. 4 April/June 2004
Información de existenciaInformación de existencia

Palabras Claves: Palabras: BOX CONSTRAINTS BOX CONSTRAINTS, Palabras: IMAGE RECONSTRUCTION IMAGE RECONSTRUCTION, Palabras: PREDUAL PREDUAL, Palabras: SEMISMOOTH NEWTON METHODS SEMISMOOTH NEWTON METHODS, Palabras: TOTAL BOUNDED VARIATION TOTAL BOUNDED VARIATION

Resumen
It is demonstrated that the predual for problems with total bounded variation regularization terms can be expressed as a bilaterally constrained optimization problem. Existence of a Lagrange multiplier and an optimality system are established. This allows us to utilize efficient optimization methods developed for problems with box constraints in the context of bounded variation formulations. Here, in particular, the primal-dual active set method, considered as a semismooth Newton method, is analyzed, and superlinear convergence is proved. As a by-product we obtain that the Lagrange multiplier associated with the box constraints acts as an edge detector. Numerical results for image denoising and zooming/resizing show the efficiency of the new approach.

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

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