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A Hybrid Approach of Using Symmetry Technique for Brain Tumor Segmentation

Tumor and related abnormalities are a major cause of disability and death worldwide. Magnetic resonance imaging (MRI) is a superior modality due to its noninvasiveness and high quality images of both the soft tissues and bones. In this paper we present two hybrid segmentation techniques and their re...

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Detalles Bibliográficos
Autores principales: Saddique, Mubbashar, Kazmi, Jawad Haider, Qureshi, Kalim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3966434/
https://www.ncbi.nlm.nih.gov/pubmed/24734116
http://dx.doi.org/10.1155/2014/712783
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author Saddique, Mubbashar
Kazmi, Jawad Haider
Qureshi, Kalim
author_facet Saddique, Mubbashar
Kazmi, Jawad Haider
Qureshi, Kalim
author_sort Saddique, Mubbashar
collection PubMed
description Tumor and related abnormalities are a major cause of disability and death worldwide. Magnetic resonance imaging (MRI) is a superior modality due to its noninvasiveness and high quality images of both the soft tissues and bones. In this paper we present two hybrid segmentation techniques and their results are compared with well-recognized techniques in this area. The first technique is based on symmetry and we call it a hybrid algorithm using symmetry and active contour (HASA). In HASA, we take refection image, calculate the difference image, and then apply the active contour on the difference image to segment the tumor. To avoid unimportant segmented regions, we improve the results by proposing an enhancement in the form of the second technique, EHASA. In EHASA, we also take reflection of the original image, calculate the difference image, and then change this image into a binary image. This binary image is mapped onto the original image followed by the application of active contouring to segment the tumor region.
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spelling pubmed-39664342014-04-14 A Hybrid Approach of Using Symmetry Technique for Brain Tumor Segmentation Saddique, Mubbashar Kazmi, Jawad Haider Qureshi, Kalim Comput Math Methods Med Research Article Tumor and related abnormalities are a major cause of disability and death worldwide. Magnetic resonance imaging (MRI) is a superior modality due to its noninvasiveness and high quality images of both the soft tissues and bones. In this paper we present two hybrid segmentation techniques and their results are compared with well-recognized techniques in this area. The first technique is based on symmetry and we call it a hybrid algorithm using symmetry and active contour (HASA). In HASA, we take refection image, calculate the difference image, and then apply the active contour on the difference image to segment the tumor. To avoid unimportant segmented regions, we improve the results by proposing an enhancement in the form of the second technique, EHASA. In EHASA, we also take reflection of the original image, calculate the difference image, and then change this image into a binary image. This binary image is mapped onto the original image followed by the application of active contouring to segment the tumor region. Hindawi Publishing Corporation 2014 2014-03-09 /pmc/articles/PMC3966434/ /pubmed/24734116 http://dx.doi.org/10.1155/2014/712783 Text en Copyright © 2014 Mubbashar Saddique 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
Saddique, Mubbashar
Kazmi, Jawad Haider
Qureshi, Kalim
A Hybrid Approach of Using Symmetry Technique for Brain Tumor Segmentation
title A Hybrid Approach of Using Symmetry Technique for Brain Tumor Segmentation
title_full A Hybrid Approach of Using Symmetry Technique for Brain Tumor Segmentation
title_fullStr A Hybrid Approach of Using Symmetry Technique for Brain Tumor Segmentation
title_full_unstemmed A Hybrid Approach of Using Symmetry Technique for Brain Tumor Segmentation
title_short A Hybrid Approach of Using Symmetry Technique for Brain Tumor Segmentation
title_sort hybrid approach of using symmetry technique for brain tumor segmentation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3966434/
https://www.ncbi.nlm.nih.gov/pubmed/24734116
http://dx.doi.org/10.1155/2014/712783
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