Choosing the Optimal Spatial Domain Measure of Enhancement for Mammogram Images

Medical imaging systems often require image enhancement, such as improving the image contrast, to provide medical professionals with the best visual image quality. This helps in anomaly detection and diagnosis. Most enhancement algorithms are iterative processes that require many parameters be selec...

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Main Authors: Karen Panetta, Arash Samani, Sos Agaian
Format: Article
Language:English
Published: Wiley 2014-01-01
Series:International Journal of Biomedical Imaging
Online Access:http://dx.doi.org/10.1155/2014/937849
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author Karen Panetta
Arash Samani
Sos Agaian
author_facet Karen Panetta
Arash Samani
Sos Agaian
author_sort Karen Panetta
collection DOAJ
description Medical imaging systems often require image enhancement, such as improving the image contrast, to provide medical professionals with the best visual image quality. This helps in anomaly detection and diagnosis. Most enhancement algorithms are iterative processes that require many parameters be selected. Poor or nonoptimal parameter selection can have a negative effect on the enhancement process. In this paper, a quantitative metric for measuring the image quality is used to select the optimal operating parameters for the enhancement algorithms. A variety of measures evaluating the quality of an image enhancement will be presented along with each measure’s basis for analysis, namely, on image content and image attributes. We also provide guidelines for systematically choosing the proper measure of image quality for medical images.
format Article
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institution Kabale University
issn 1687-4188
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language English
publishDate 2014-01-01
publisher Wiley
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series International Journal of Biomedical Imaging
spelling doaj-art-27427b38f209485f945dee6d0fe462062025-02-03T01:31:36ZengWileyInternational Journal of Biomedical Imaging1687-41881687-41962014-01-01201410.1155/2014/937849937849Choosing the Optimal Spatial Domain Measure of Enhancement for Mammogram ImagesKaren Panetta0Arash Samani1Sos Agaian2Department of Electrical and Computer Engineering, Tufts University, Medford, MA, USADepartment of Electrical and Computer Engineering, Tufts University, Medford, MA, USADepartment of Electrical and Computer Engineering, University of Texas at San Antonio, San Antonio, TX, USAMedical imaging systems often require image enhancement, such as improving the image contrast, to provide medical professionals with the best visual image quality. This helps in anomaly detection and diagnosis. Most enhancement algorithms are iterative processes that require many parameters be selected. Poor or nonoptimal parameter selection can have a negative effect on the enhancement process. In this paper, a quantitative metric for measuring the image quality is used to select the optimal operating parameters for the enhancement algorithms. A variety of measures evaluating the quality of an image enhancement will be presented along with each measure’s basis for analysis, namely, on image content and image attributes. We also provide guidelines for systematically choosing the proper measure of image quality for medical images.http://dx.doi.org/10.1155/2014/937849
spellingShingle Karen Panetta
Arash Samani
Sos Agaian
Choosing the Optimal Spatial Domain Measure of Enhancement for Mammogram Images
International Journal of Biomedical Imaging
title Choosing the Optimal Spatial Domain Measure of Enhancement for Mammogram Images
title_full Choosing the Optimal Spatial Domain Measure of Enhancement for Mammogram Images
title_fullStr Choosing the Optimal Spatial Domain Measure of Enhancement for Mammogram Images
title_full_unstemmed Choosing the Optimal Spatial Domain Measure of Enhancement for Mammogram Images
title_short Choosing the Optimal Spatial Domain Measure of Enhancement for Mammogram Images
title_sort choosing the optimal spatial domain measure of enhancement for mammogram images
url http://dx.doi.org/10.1155/2014/937849
work_keys_str_mv AT karenpanetta choosingtheoptimalspatialdomainmeasureofenhancementformammogramimages
AT arashsamani choosingtheoptimalspatialdomainmeasureofenhancementformammogramimages
AT sosagaian choosingtheoptimalspatialdomainmeasureofenhancementformammogramimages