Literature DB >> 31396002

Regularization with Metric Double Integrals of Functions with Values in a Set of Vectors.

René Ciak1, Melanie Melching1, Otmar Scherzer1,2.   

Abstract

We present an approach for variational regularization of inverse and imaging problems for recovering functions with values in a set of vectors. We introduce regularization functionals, which are derivative-free double integrals of such functions. These regularization functionals are motivated from double integrals, which approximate Sobolev semi-norms of intensity functions. These were introduced in Bourgain et al. (Another look at Sobolev spaces. In: Menaldi, Rofman, Sulem (eds) Optimal control and partial differential equations-innovations and applications: in honor of professor Alain Bensoussan's 60th anniversary, IOS Press, Amsterdam, pp 439-455, 2001). For the proposed regularization functionals, we prove existence of minimizers as well as a stability and convergence result for functions with values in a set of vectors.

Entities:  

Keywords:  Bounded variation; Double integral; Fractional Sobolev space; Manifold-valued data; Metric; Non-convex; Regularization

Year:  2019        PMID: 31396002      PMCID: PMC6647495          DOI: 10.1007/s10851-018-00869-6

Source DB:  PubMed          Journal:  J Math Imaging Vis        ISSN: 0924-9907            Impact factor:   1.627


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