扩展条件信号自适应中值滤波在脉冲噪声中的应用

M. Hashem, A. Wahdan, A. Salem, T. Mostafa
{"title":"扩展条件信号自适应中值滤波在脉冲噪声中的应用","authors":"M. Hashem, A. Wahdan, A. Salem, T. Mostafa","doi":"10.1109/ICCES.2006.320474","DOIUrl":null,"url":null,"abstract":"In this paper, two major improvements are applied to the conditional signal adaptive median (CSAM) filter to accommodate for high density impulsive noise with significant dynamic range. Homogeneity level of a pixel gives a good estimate in separating noisy pixels from pixels belonging to an edge or a fine detail in an image, but the proper choice of a threshold of homogeneity is highly affected by the noise density and range. A more robust method is developed for choosing such a threshold than in the original CSAM filter which extends the application of the filter to impulsive noise not only salt and pepper noise. Results are also compared for both low and high density impulsive noise","PeriodicalId":261853,"journal":{"name":"2006 International Conference on Computer Engineering and Systems","volume":"6 16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2006-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Extending the Application of Conditional Signal Adaptive Median Filter to Impulsive Noise\",\"authors\":\"M. Hashem, A. Wahdan, A. Salem, T. Mostafa\",\"doi\":\"10.1109/ICCES.2006.320474\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper, two major improvements are applied to the conditional signal adaptive median (CSAM) filter to accommodate for high density impulsive noise with significant dynamic range. Homogeneity level of a pixel gives a good estimate in separating noisy pixels from pixels belonging to an edge or a fine detail in an image, but the proper choice of a threshold of homogeneity is highly affected by the noise density and range. A more robust method is developed for choosing such a threshold than in the original CSAM filter which extends the application of the filter to impulsive noise not only salt and pepper noise. Results are also compared for both low and high density impulsive noise\",\"PeriodicalId\":261853,\"journal\":{\"name\":\"2006 International Conference on Computer Engineering and Systems\",\"volume\":\"6 16 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2006-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2006 International Conference on Computer Engineering and Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICCES.2006.320474\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2006 International Conference on Computer Engineering and Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCES.2006.320474","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

本文对条件信号自适应中值(CSAM)滤波器进行了两大改进,以适应具有显著动态范围的高密度脉冲噪声。像素的均匀性水平可以很好地估计噪声像素与图像中属于边缘或精细细节的像素的分离,但均匀性阈值的正确选择受噪声密度和范围的影响很大。开发了一种比原CSAM滤波器更鲁棒的阈值选择方法,将该滤波器的应用范围扩展到脉冲噪声,而不仅仅是盐噪声和胡椒噪声。并对低密度和高密度脉冲噪声进行了比较
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Extending the Application of Conditional Signal Adaptive Median Filter to Impulsive Noise
In this paper, two major improvements are applied to the conditional signal adaptive median (CSAM) filter to accommodate for high density impulsive noise with significant dynamic range. Homogeneity level of a pixel gives a good estimate in separating noisy pixels from pixels belonging to an edge or a fine detail in an image, but the proper choice of a threshold of homogeneity is highly affected by the noise density and range. A more robust method is developed for choosing such a threshold than in the original CSAM filter which extends the application of the filter to impulsive noise not only salt and pepper noise. Results are also compared for both low and high density impulsive noise
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
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