Determination of tympanic membrane region in the middle ear otoscope images with convolutional neural network based yolo method

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dc.contributor.authorBaşaran, Erdal
dc.contributor.authorCömert, Zafer
dc.contributor.authorÇelik, Yüksel
dc.contributor.authorVelappan, Subha
dc.contributor.authorTogaçar, Mesut
dc.date.accessioned2024-09-29T16:29:28Z
dc.date.available2024-09-29T16:29:28Z
dc.date.issued2020
dc.departmentKarabük Üniversitesien_US
dc.description.abstractDue to inflammation of the middle ear, various deformations occur in the eardrum. In order todiagnose the disease, it is necessary to examine the tympanic membrane in detail with an otoscope.In recent years, deep learning has been applied in many areas including biomedical field and veryeffective results have been achieved. Deep learning based methods are used successfully in automaticobject detection. In this study, a deep learning based object detection method namely You Only LookOnce (YOLO), is used for automatic detection of tympanic membrane in eardrum images obtainedusing otoscope device. To enable automatic detection of tympanic membrane by YOLO, experimentalstudies were conducted with AlexNet, VGGNet, GoogLeNet and ResNet. According to the performanceresults, the most efficient results were obtained with ResNet and VGGNet architectures. Tympanicmembrane region detection with YOLO, was performed with an accuracy rate of 93%.en_US
dc.identifier.doi10.21205/deufmd.2020226625
dc.identifier.endpage928en_US
dc.identifier.issn1302-9304
dc.identifier.issue66en_US
dc.identifier.startpage919en_US
dc.identifier.trdizinid384057en_US
dc.identifier.urihttps://doi.org/10.21205/deufmd.2020226625
dc.identifier.urihttps://search.trdizin.gov.tr/tr/yayin/detay/384057
dc.identifier.urihttps://hdl.handle.net/20.500.14619/10548
dc.identifier.volume22en_US
dc.indekslendigikaynakTR-Dizinen_US
dc.language.isoenen_US
dc.relation.ispartofDokuz Eylül Üniversitesi Mühendislik Fakültesi Fen ve Mühendislik Dergisien_US
dc.relation.publicationcategoryMakale - Ulusal Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.titleDetermination of tympanic membrane region in the middle ear otoscope images with convolutional neural network based yolo methoden_US
dc.typeArticleen_US

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