Well-posedness for a class of fourth order diffusions for image processing |
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Authors: | Patrick Guidotti Kate Longo |
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Affiliation: | 1. Department of Mathematics, University of California at Irvine, Irvine, CA, USA
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Abstract: | A number of image denoising models based on higher order parabolic partial differential equations (PDEs) have been proposed in an effort to overcome some of the problems attendant to second order methods such as the famous Perona–Malik model. However, there is little analysis of these equations to be found in the literature. In this paper, methods of maximal regularity are used to prove the existence of unique local solutions to a class of fourth order PDEs for noise removal. The proof is laid out explicitly for two newly proposed fourth order models, and an outline is given for how to apply the techniques to other proposed models. |
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