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A new effective denoising filter for high density impulse noise reduction       
Yazarlar (2)
Dr. Öğr. Üyesi Iman ELAWADY Dr. Öğr. Üyesi Iman ELAWADY
Türkiye
Doç. Dr. Caner ÖZCAN Doç. Dr. Caner ÖZCAN
Karabük Üniversitesi, Türkiye
Devamını Göster
Özet
Today, thanks to the rapid development of technology, the importance of digital images is increasing. However, sensor errors that may occur during the acquisition, interruptions in the transmission of images and errors in storage cause noise that degrades data quality. Salt and pepper noise, a common impulse noise, is one of the most well-known types of noise in digital images. This noise negatively affects the detailed analysis of the image. It is very important that pixels affected by noise are restored without loss of image fine details, especially at high level of noise density. Although many filtering algorithms have been proposed to remove noise, the enhancement of images with high noise levels is still complex, not efficient or requires very long runtime. In this paper, we propose an effective denoising filter that can restore the image effectively in terms of quality and speed with less complexity for high density noise level. In the experimental studies, we compare the denoising results of the proposed method with other state-of-the-art methods and the proposed algorithm is quantitatively and visually comparable to these algorithms when the noise intensity is up to 90%.
Anahtar Kelimeler
Noise reduction | image filtering | salt and pepper noise | median filter | impulse noise
Makale Türü Özgün Makale
Makale Alt Türü SSCI, AHCI, SCI, SCI-Exp dergilerinde yayımlanan tam makale
Dergi Adı TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES
Dergi ISSN 1300-0632 Wos Dergi Scopus Dergi
Dergi Tarandığı Indeksler SCI-Expanded
Dergi Grubu Q4
Makale Dili Türkçe
Basım Tarihi 01-2022
Cilt No 30
Sayı 4
Sayfalar 1388 / 1403
Doi Numarası 10.55730/1300-0632.3855
Makale Linki https://journals.tubitak.gov.tr/elektrik/vol30/iss4/15/
BM Sürdürülebilir Kalkınma Amaçları
Atıf Sayıları
WoS 1
Google Scholar 4
A new effective denoising filter for high density impulse noise reduction

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