Investigation on several methods to correct the intensity inhomogeneity in magnetic resonance images

Yan Pore Yeoh, H. Ibrahim, N. Kong
{"title":"Investigation on several methods to correct the intensity inhomogeneity in magnetic resonance images","authors":"Yan Pore Yeoh, H. Ibrahim, N. Kong","doi":"10.1109/CITISIA.2008.4607335","DOIUrl":null,"url":null,"abstract":"Magnetic resonance image (MRI) has opened up new avenues of diagnosis and treatment that were not previously available. However, there are a number of artifacts which can arise in the MRI process and make subsequent analysis more challenging. The most undesired visual effect is the intensity in-homogeneity in MRI. Therefore, study on correcting this in-homogeneity problem is essential to extract information from MRI correctly. In this project, we present three methods to correct the in-homogeneity in MRI which are histogram matching, histogram equalization, and homomorphic unsharp masking method. Histogram matching and histogram equalization are used to distribute the intensity of the input MRI uniformly. Another method which is homomorphic unsharp masking method functions as a sort of band notch filter, where a certain spatial frequency range in the image is selected and removed. It removes low frequency components from an image and it does not alter the tissue boundaries. This method is the simplest method and it can be done by using different kind of filter such as mean and median. From the result provided by the methods mention above, some methods do remove the in-homogeneity of MRI successfully while some methods do not. As a result, different methods do correct the in- homogeneity of the MRI in different ways.","PeriodicalId":194815,"journal":{"name":"2008 IEEE Conference on Innovative Technologies in Intelligent Systems and Industrial Applications","volume":"127 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2008-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2008 IEEE Conference on Innovative Technologies in Intelligent Systems and Industrial Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CITISIA.2008.4607335","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

Magnetic resonance image (MRI) has opened up new avenues of diagnosis and treatment that were not previously available. However, there are a number of artifacts which can arise in the MRI process and make subsequent analysis more challenging. The most undesired visual effect is the intensity in-homogeneity in MRI. Therefore, study on correcting this in-homogeneity problem is essential to extract information from MRI correctly. In this project, we present three methods to correct the in-homogeneity in MRI which are histogram matching, histogram equalization, and homomorphic unsharp masking method. Histogram matching and histogram equalization are used to distribute the intensity of the input MRI uniformly. Another method which is homomorphic unsharp masking method functions as a sort of band notch filter, where a certain spatial frequency range in the image is selected and removed. It removes low frequency components from an image and it does not alter the tissue boundaries. This method is the simplest method and it can be done by using different kind of filter such as mean and median. From the result provided by the methods mention above, some methods do remove the in-homogeneity of MRI successfully while some methods do not. As a result, different methods do correct the in- homogeneity of the MRI in different ways.
磁共振图像强度不均匀性校正方法研究
磁共振成像(MRI)开辟了以前无法获得的诊断和治疗的新途径。然而,在MRI过程中会出现一些伪影,使后续分析更具挑战性。最不希望的视觉效果是MRI的强度不均匀。因此,研究如何纠正这种非均匀性问题对于正确提取MRI信息至关重要。在本项目中,我们提出了直方图匹配、直方图均衡化和同态非尖锐掩蔽三种方法来纠正MRI中的非均匀性。通过直方图匹配和直方图均衡化,使输入MRI的强度分布均匀。另一种方法是同态非锐化掩模法,它是一种带陷波滤波器,在图像中选择并去除一定的空间频率范围。它从图像中去除低频成分,并且不改变组织边界。该方法是最简单的方法,它可以通过使用不同类型的滤波器来实现,如均值和中值。从上述方法提供的结果来看,有些方法成功地消除了MRI的不均匀性,而有些方法则没有。因此,不同的方法确实以不同的方式纠正MRI的非均匀性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信