GA-Based Image Restoration by Isophote Constraint Optimization
<p/> <p>We propose an efficient technique for image restoration based on a genetic algorithm (GA) with an isophote constraint. In our technique, the image restoration problem is modeled as an optimization problem which, in our case, is solved by a cost function with isophote constraint t...
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2003-01-01
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Series: | EURASIP Journal on Advances in Signal Processing |
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Online Access: | http://dx.doi.org/10.1155/S1110865703212142 |
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doaj-c57c37c2e3884bd3b12723f8fce3ca542020-11-25T02:00:58ZengSpringerOpenEURASIP Journal on Advances in Signal Processing1687-61721687-61802003-01-0120033349873GA-Based Image Restoration by Isophote Constraint OptimizationKim Jong BaeKim Hang Joon<p/> <p>We propose an efficient technique for image restoration based on a genetic algorithm (GA) with an isophote constraint. In our technique, the image restoration problem is modeled as an optimization problem which, in our case, is solved by a cost function with isophote constraint that is minimized using a GA. We consider that an image is decomposed into isophotes based on connected components of constant intensity. The technique creates an optimal connection of all pairs of isophotes disconnected by a caption in the frame. For connecting the disconnected isophotes, we estimate the value of the smoothness, given by the best chromosomes of the GA and project this value in the isophote direction. Experimental results show a great possibility for automatic restoration of a region in an advertisement scene.</p>http://dx.doi.org/10.1155/S1110865703212142image restorationgenetic algorithmisophote constraint |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Kim Jong Bae Kim Hang Joon |
spellingShingle |
Kim Jong Bae Kim Hang Joon GA-Based Image Restoration by Isophote Constraint Optimization EURASIP Journal on Advances in Signal Processing image restoration genetic algorithm isophote constraint |
author_facet |
Kim Jong Bae Kim Hang Joon |
author_sort |
Kim Jong Bae |
title |
GA-Based Image Restoration by Isophote Constraint Optimization |
title_short |
GA-Based Image Restoration by Isophote Constraint Optimization |
title_full |
GA-Based Image Restoration by Isophote Constraint Optimization |
title_fullStr |
GA-Based Image Restoration by Isophote Constraint Optimization |
title_full_unstemmed |
GA-Based Image Restoration by Isophote Constraint Optimization |
title_sort |
ga-based image restoration by isophote constraint optimization |
publisher |
SpringerOpen |
series |
EURASIP Journal on Advances in Signal Processing |
issn |
1687-6172 1687-6180 |
publishDate |
2003-01-01 |
description |
<p/> <p>We propose an efficient technique for image restoration based on a genetic algorithm (GA) with an isophote constraint. In our technique, the image restoration problem is modeled as an optimization problem which, in our case, is solved by a cost function with isophote constraint that is minimized using a GA. We consider that an image is decomposed into isophotes based on connected components of constant intensity. The technique creates an optimal connection of all pairs of isophotes disconnected by a caption in the frame. For connecting the disconnected isophotes, we estimate the value of the smoothness, given by the best chromosomes of the GA and project this value in the isophote direction. Experimental results show a great possibility for automatic restoration of a region in an advertisement scene.</p> |
topic |
image restoration genetic algorithm isophote constraint |
url |
http://dx.doi.org/10.1155/S1110865703212142 |
work_keys_str_mv |
AT kimjongbae gabasedimagerestorationbyisophoteconstraintoptimization AT kimhangjoon gabasedimagerestorationbyisophoteconstraintoptimization |
_version_ |
1724959698859327488 |