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Content Provider | IET Digital Library |
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Author | Erkan, Uğur Enginoğlu, Serdar Thanh, Dang N. H. Hieu, Le Minh |
Abstract | 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. |
Starting Page | 1291 |
Ending Page | 1302 |
Page Count | 12 |
ISSN | 17519659 |
Volume Number | 14 |
e-ISSN | 17519667 |
Issue Number | Issue 7, May (2020) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-ipr/14/7 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-ipr.2019.0398 |
Journal | IET Image Processing |
Publisher Date | 2019-12-11 |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | Adaptive Condition Adaptive Filter Adaptive Frequency Median Filter Adaptive Median Filter AFMF AMF Computer Vision And Image Processing Technique Filtering Method in Signal Processing Image Denoising Median Filter Optical, Image And Video Signal Processing Original Grey Value Pepper Denoising Problem Pepper Noise |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Electrical and Electronic Engineering Computer Vision and Pattern Recognition Software |
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