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Multifractal Framework Based on Blanket Method
This paper proposes two local multifractal measures motivated by blanket method for calculation of fractal dimension. They cover both fractal approaches familiar in image processing. The first two measures (proposed Methods 1 and 3) support model of image with embedded dimension three, while the oth...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3919058/ https://www.ncbi.nlm.nih.gov/pubmed/24578664 http://dx.doi.org/10.1155/2014/894546 |
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author | Paskaš, Milorad P. Reljin, Irini S. Reljin, Branimir D. |
author_facet | Paskaš, Milorad P. Reljin, Irini S. Reljin, Branimir D. |
author_sort | Paskaš, Milorad P. |
collection | PubMed |
description | This paper proposes two local multifractal measures motivated by blanket method for calculation of fractal dimension. They cover both fractal approaches familiar in image processing. The first two measures (proposed Methods 1 and 3) support model of image with embedded dimension three, while the other supports model of image embedded in space of dimension three (proposed Method 2). While the classical blanket method provides only one value for an image (fractal dimension) multifractal spectrum obtained by any of the proposed measures gives a whole range of dimensional values. This means that proposed multifractal blanket model generalizes classical (monofractal) blanket method and other versions of this monofractal approach implemented locally. Proposed measures are validated on Brodatz image database through texture classification. All proposed methods give similar classification results, while average computation time of Method 3 is substantially longer. |
format | Online Article Text |
id | pubmed-3919058 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-39190582014-02-26 Multifractal Framework Based on Blanket Method Paskaš, Milorad P. Reljin, Irini S. Reljin, Branimir D. ScientificWorldJournal Research Article This paper proposes two local multifractal measures motivated by blanket method for calculation of fractal dimension. They cover both fractal approaches familiar in image processing. The first two measures (proposed Methods 1 and 3) support model of image with embedded dimension three, while the other supports model of image embedded in space of dimension three (proposed Method 2). While the classical blanket method provides only one value for an image (fractal dimension) multifractal spectrum obtained by any of the proposed measures gives a whole range of dimensional values. This means that proposed multifractal blanket model generalizes classical (monofractal) blanket method and other versions of this monofractal approach implemented locally. Proposed measures are validated on Brodatz image database through texture classification. All proposed methods give similar classification results, while average computation time of Method 3 is substantially longer. Hindawi Publishing Corporation 2014-01-22 /pmc/articles/PMC3919058/ /pubmed/24578664 http://dx.doi.org/10.1155/2014/894546 Text en Copyright © 2014 Milorad P. Paskaš et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Paskaš, Milorad P. Reljin, Irini S. Reljin, Branimir D. Multifractal Framework Based on Blanket Method |
title | Multifractal Framework Based on Blanket Method |
title_full | Multifractal Framework Based on Blanket Method |
title_fullStr | Multifractal Framework Based on Blanket Method |
title_full_unstemmed | Multifractal Framework Based on Blanket Method |
title_short | Multifractal Framework Based on Blanket Method |
title_sort | multifractal framework based on blanket method |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3919058/ https://www.ncbi.nlm.nih.gov/pubmed/24578664 http://dx.doi.org/10.1155/2014/894546 |
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