机构:
Canakkale Onsekiz Mart Univ, Fac Arts & Sci, Dept Math, Canakkale, TurkeyKaramanoglu Mehmetbey Univ, Engn Fac, Comp Engn, Karaman, Turkey
Enginoglu, Serdar
[2
]
Thanh, Dang N. H.
论文数: 0引用数: 0
h-index: 0
机构:
Hue Coll Ind, Dept Informat Technol, Hue, Vietnam
Univ Econ Ho Chi Minh City, Sch Business Informat Technol, Dept Informat Technol, Ho Chi Minh City, VietnamKaramanoglu Mehmetbey Univ, Engn Fac, Comp Engn, Karaman, Turkey
adaptive filters;
image denoising;
median filters;
adaptive frequency median filter;
pepper denoising problem;
AFMF;
pepper noise;
adaptive condition;
adaptive median filter;
AMF;
original grey value;
NOISE;
REMOVAL;
ALGORITHM;
DENSITY;
D O I:
10.1049/iet-ipr.2019.0398
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
In this article, the authors propose an adaptive frequency median filter (AFMF) to remove the salt and pepper noise. AFMF uses the same adaptive condition of adaptive median filter (AMF). However, AFMF employs frequency median to restore grey values of the corrupted pixels instead of the median of AMF. The frequency median can exclude noisy pixels from evaluating a grey value of the centre pixel of the considered window, and it focuses on the uniqueness of grey values. Hence, the frequency median produces a grey value closer to the original grey value than the one by the median of AMF. Therefore, AFMF outperforms AMF. In experiments, the authors tested the proposed method on a variety of natural images of the MATLAB library, as well as the TESTIMAGES data set. Additionally, they also compared the denoising results of AFMF to the ones of other state-of-the-art denoising methods. The results showed that AFMF denoises more effectively than other methods.
引用
收藏
页码:1291 / 1302
页数:12
相关论文
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Guangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R ChinaGuangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R China
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Zhan, Yinwei
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Guangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R ChinaGuangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R China
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Guangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R ChinaGuangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R China
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Guangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R ChinaGuangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R China
Chen, Jiayi
Zhan, Yinwei
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h-index: 0
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Guangdong Univ Technol, Sch Comp Sci & Technol, Guangzhou 510006, Guangdong, Peoples R ChinaGuangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R China
Zhan, Yinwei
Cao, Huiying
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Guangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R ChinaGuangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R China
Cao, Huiying
Wu, Xingda
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Guangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R ChinaGuangdong Med Univ, Sch Informat Engn, Zhanjiang 524023, Guangdong, Peoples R China