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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Online Access: | http://dx.doi.org/10.1155/2019/3980181 |
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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 |
_version_ |
1725325837406830592 |