A Recursive Mean Filter for Image Denoising

dc.authoridErkan, Ugur/0000-0002-2481-0230
dc.authoridEnginoglu, Serdar/0000-0002-7188-9893
dc.authoridThanh, Dang/0000-0003-2025-8319
dc.contributor.authorErkan, Ugur
dc.contributor.authorEnginoglu, Serdar
dc.contributor.authorThanh, Dang N. H.
dc.date.accessioned2025-01-27T20:50:05Z
dc.date.available2025-01-27T20:50:05Z
dc.date.issued2019
dc.departmentÇanakkale Onsekiz Mart Üniversitesi
dc.descriptionInternational Conference on Artificial Intelligence and Data Processing (IDAP) -- SEP 21-22, 2019 -- Inonu Univ, Malatya, TURKEY
dc.description.abstractIn this article, we propose a Recursive Mean Filter (RMF) to remove the salt-and-pepper noise (SPN). We compare RMF with similar methods such as Decision Based Algorithm (DBA), Modified Decision-Based Unsymmetric Trimmed Median Filter (MDBUTMF), and Noise Adaptive Fuzzy Switching Median Filter (NAFSMF). In the experiments, we implement the test on 15 native images of the MATLAB library. To assess the denoising quality, we consider the following noise densities (noise levels): 10%, 30%, 50%, 70%, 90%; and use the well-known two quality metrics: Peak Signal-to-Noise Ratio (PSNR) and Structural Similarity (SSIM). The results show that RMF removes the noise effectively and competes with other state-of-the-art denoising methods.
dc.description.sponsorshipIEEE Turkey Sect,Anatolian Sci,Inonu Univ, Comp Sci Dept,Inonu Univ, Muhendisli Fakultesi
dc.identifier.doi10.1109/idap.2019.8875957
dc.identifier.urihttps://doi.org/10.1109/idap.2019.8875957
dc.identifier.urihttps://hdl.handle.net/20.500.12428/25406
dc.identifier.wosWOS:000591781100085
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherIEEE
dc.relation.ispartof2019 International Conference on Artificial Intelligence and Data Processing (Idap 2019)
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WoS_20250125
dc.subjectSalt-and-pepper noise
dc.subjectNon-linear functions
dc.subjectNoise removal
dc.subjectMatrix algebra
dc.subjectImage denoising
dc.titleA Recursive Mean Filter for Image Denoising
dc.typeConference Object

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