Image Segmentation Based on Modified Fractional Allen–Cahn Equation

We present the image segmentation model using the modified Allen–Cahn equation with a fractional Laplacian. The motion of the interface for the classical Allen–Cahn equation is known as the mean curvature flows, whereas its dynamics is changed to the macroscopic limit of Lévy process by replacing th...

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Main Authors: Dongsun Lee, Seunggyu Lee
Format: Article
Language:English
Published: Hindawi Limited 2019-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2019/3980181
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spelling doaj-3ed79c30b8954b04958f28f02b5e88172020-11-25T00:30:37ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472019-01-01201910.1155/2019/39801813980181Image Segmentation Based on Modified Fractional Allen–Cahn EquationDongsun Lee0Seunggyu Lee1Department of Mathematical Sciences, Ulsan National Institute of Science and Technology, Ulsan 689-798, Republic of KoreaNational Institute for Mathematical Sciences, Daejeon 34047, Republic of KoreaWe present the image segmentation model using the modified Allen–Cahn equation with a fractional Laplacian. The motion of the interface for the classical Allen–Cahn equation is known as the mean curvature flows, whereas its dynamics is changed to the macroscopic limit of Lévy process by replacing the Laplacian operator with the fractional one. To numerical implementation, we prove the unconditionally unique solvability and energy stability of the numerical scheme for the proposed model. The effect of a fractional Laplacian operator in our own and in the Allen–Cahn equation is checked by numerical simulations. Finally, we give some image segmentation results with different fractional order, including the standard Laplacian operator.http://dx.doi.org/10.1155/2019/3980181
collection DOAJ
language English
format Article
sources DOAJ
author Dongsun Lee
Seunggyu Lee
spellingShingle Dongsun Lee
Seunggyu Lee
Image Segmentation Based on Modified Fractional Allen–Cahn Equation
Mathematical Problems in Engineering
author_facet Dongsun Lee
Seunggyu Lee
author_sort Dongsun Lee
title Image Segmentation Based on Modified Fractional Allen–Cahn Equation
title_short Image Segmentation Based on Modified Fractional Allen–Cahn Equation
title_full Image Segmentation Based on Modified Fractional Allen–Cahn Equation
title_fullStr Image Segmentation Based on Modified Fractional Allen–Cahn Equation
title_full_unstemmed Image Segmentation Based on Modified Fractional Allen–Cahn Equation
title_sort image segmentation based on modified fractional allen–cahn equation
publisher Hindawi Limited
series Mathematical Problems in Engineering
issn 1024-123X
1563-5147
publishDate 2019-01-01
description We present the image segmentation model using the modified Allen–Cahn equation with a fractional Laplacian. The motion of the interface for the classical Allen–Cahn equation is known as the mean curvature flows, whereas its dynamics is changed to the macroscopic limit of Lévy process by replacing the Laplacian operator with the fractional one. To numerical implementation, we prove the unconditionally unique solvability and energy stability of the numerical scheme for the proposed model. The effect of a fractional Laplacian operator in our own and in the Allen–Cahn equation is checked by numerical simulations. Finally, we give some image segmentation results with different fractional order, including the standard Laplacian operator.
url http://dx.doi.org/10.1155/2019/3980181
work_keys_str_mv AT dongsunlee imagesegmentationbasedonmodifiedfractionalallencahnequation
AT seunggyulee imagesegmentationbasedonmodifiedfractionalallencahnequation
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