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CBMIR: Content-based Image Retrieval Algorithm for Medical Image Databases

We propose a novel algorithm for the retrieval of images from medical image databases by content. The aim of this article is to present a content-based retrieval algorithm that is robust to scaling, with translation of objects within an image. For the best result and efficient representation and ret...

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Autor principal: Pilevar, Abdol Hamid
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Medknow Publications & Media Pvt Ltd 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3317765/
https://www.ncbi.nlm.nih.gov/pubmed/22606654
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author Pilevar, Abdol Hamid
author_facet Pilevar, Abdol Hamid
author_sort Pilevar, Abdol Hamid
collection PubMed
description We propose a novel algorithm for the retrieval of images from medical image databases by content. The aim of this article is to present a content-based retrieval algorithm that is robust to scaling, with translation of objects within an image. For the best result and efficient representation and retrieval of medical images, attention is focused on the methodology, and the content of medical images is represented by the regions and relationships between such objects or regions of the Image Attributes (IA) of the objects. The CBMIR employs a new model in which each image is first decomposed into regions. The similarity measurement between images is developed based on a scheme that integrates the properties of all the regions in the images using regional matching. The method can answer queries by example. The efficiency and performance of the presented method has been evaluated using a dataset of about 5,000 simulated, but realistic computed tomography and magnetic resonance images, from which the original images are selected from three large medical image databases. The results of our experiments show more than a 93 percent success rate, which is satisfactory.
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spelling pubmed-33177652012-05-09 CBMIR: Content-based Image Retrieval Algorithm for Medical Image Databases Pilevar, Abdol Hamid J Med Signals Sens Original Article We propose a novel algorithm for the retrieval of images from medical image databases by content. The aim of this article is to present a content-based retrieval algorithm that is robust to scaling, with translation of objects within an image. For the best result and efficient representation and retrieval of medical images, attention is focused on the methodology, and the content of medical images is represented by the regions and relationships between such objects or regions of the Image Attributes (IA) of the objects. The CBMIR employs a new model in which each image is first decomposed into regions. The similarity measurement between images is developed based on a scheme that integrates the properties of all the regions in the images using regional matching. The method can answer queries by example. The efficiency and performance of the presented method has been evaluated using a dataset of about 5,000 simulated, but realistic computed tomography and magnetic resonance images, from which the original images are selected from three large medical image databases. The results of our experiments show more than a 93 percent success rate, which is satisfactory. Medknow Publications & Media Pvt Ltd 2011 /pmc/articles/PMC3317765/ /pubmed/22606654 Text en Copyright: © Journal of Medical Signals and Sensors http://creativecommons.org/licenses/by-nc-sa/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution-Noncommercial-Share Alike 3.0 Unported, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Pilevar, Abdol Hamid
CBMIR: Content-based Image Retrieval Algorithm for Medical Image Databases
title CBMIR: Content-based Image Retrieval Algorithm for Medical Image Databases
title_full CBMIR: Content-based Image Retrieval Algorithm for Medical Image Databases
title_fullStr CBMIR: Content-based Image Retrieval Algorithm for Medical Image Databases
title_full_unstemmed CBMIR: Content-based Image Retrieval Algorithm for Medical Image Databases
title_short CBMIR: Content-based Image Retrieval Algorithm for Medical Image Databases
title_sort cbmir: content-based image retrieval algorithm for medical image databases
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3317765/
https://www.ncbi.nlm.nih.gov/pubmed/22606654
work_keys_str_mv AT pilevarabdolhamid cbmircontentbasedimageretrievalalgorithmformedicalimagedatabases