dc.contributor.author | Çalışkan, Abdullah | |
dc.contributor.author | Çil, Zeynel Abidin | |
dc.contributor.author | Badem, Hasan | |
dc.contributor.author | Karaboğa, Derviş | |
dc.date.accessioned | 2020-12-14T09:54:45Z | |
dc.date.available | 2020-12-14T09:54:45Z | |
dc.date.issued | 2020 | en_US |
dc.identifier.citation | Caliskan, A., Cil, Z.A., Badem, H., Karaboga, D. (2020). Regression-Based Neuro-Fuzzy Network Trained by ABC Algorithm for High-Density Impulse Noise Elimination. IEEE Transactions on Fuzzy Systems, 28 (6), art. no. 8995478, pp. 1084-1095. | en_US |
dc.identifier.uri | https://hdl.handle.net/20.500.12508/1496 | |
dc.description.abstract | Salt and pepper (SAP) noise elimination is a crucial step for further image processing and pattern recognition applications. The main aim of this article is to propose a novel SAP noise elimination method which employs a regression-based neuro-fuzzy network for highly corrupted gray scale and color images. In the proposed method, multiple neuro-fuzzy filters trained with artificial bee colony algorithm is combined with a decision tree algorithm. The performance of the proposed filter is compared with a number of well known methods with respect to popular metrics including, structural similarity index, peak signal-to-noise ratio, and correlation on well known test images. The results reveal that the proposed filter has superior performance in terms of all comparison metrics. | en_US |
dc.language.iso | eng | en_US |
dc.publisher | Institute of Electrical and Electronics Engineers Inc. | en_US |
dc.relation.isversionof | 10.1109/TFUZZ.2020.2973123 | en_US |
dc.rights | info:eu-repo/semantics/closedAccess | en_US |
dc.subject | Artificial bee colony (ABC) | en_US |
dc.subject | Decision tree (DT) | en_US |
dc.subject | Impulse noise | en_US |
dc.subject | Neuro-fuzzy (NF) network | en_US |
dc.subject.classification | Computer Science | |
dc.subject.classification | Artificial Intelligence | |
dc.subject.classification | Engineering | |
dc.subject.classification | Electrical & Electronic | |
dc.subject.classification | Impulse Noise | Median Filters | Peppers | |
dc.subject.other | Noise measurement | |
dc.subject.other | Microsoft Windows | |
dc.subject.other | Noise reduction | |
dc.subject.other | Fuzzy neural networks | |
dc.subject.other | Artificial bee colony algorithm | |
dc.subject.other | Decision trees | |
dc.subject.other | Image edge detection | |
dc.subject.other | Artificial bee colony | |
dc.subject.other | Switching median filter | |
dc.subject.other | Pepper noise | |
dc.subject.other | Mean filter | |
dc.subject.other | Images | |
dc.subject.other | Reduction | |
dc.subject.other | Removal | |
dc.subject.other | Salt | |
dc.subject.other | Optimization | |
dc.subject.other | Operators | |
dc.subject.other | Decision trees | |
dc.subject.other | Fuzzy inference | |
dc.subject.other | Fuzzy logic | |
dc.subject.other | Fuzzy neural networks | |
dc.subject.other | Image processing | |
dc.subject.other | Optimization | |
dc.subject.other | Pattern recognition | |
dc.subject.other | Signal to noise ratio | |
dc.subject.other | Trees (mathematics) | |
dc.subject.other | Artificial bee colony algorithms | |
dc.subject.other | Comparison metrics | |
dc.subject.other | Decision-tree algorithm | |
dc.subject.other | Neuro fuzzy filters | |
dc.subject.other | Neuro-fuzzy network | |
dc.subject.other | Noise elimination | |
dc.subject.other | Peak signal to noise ratio | |
dc.subject.other | Structural similarity indices | |
dc.title | Regression-Based Neuro-Fuzzy Network Trained by ABC Algorithm for High-Density Impulse Noise Elimination | en_US |
dc.type | article | en_US |
dc.relation.journal | IEEE Transactions on Fuzzy Systems | en_US |
dc.contributor.department | Mühendislik ve Doğa Bilimleri Fakültesi -- Biyomedikal Mühendisliği Bölümü | en_US |
dc.identifier.volume | 28 | en_US |
dc.identifier.issue | 6 | en_US |
dc.identifier.startpage | 1084 | en_US |
dc.identifier.endpage | 1095 | en_US |
dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
dc.contributor.isteauthor | Çalışkan, Abdullah | |
dc.relation.index | Web of Science - Scopus | en_US |
dc.relation.index | Web of Science Core Collection - Science Citation Index Expanded | |