Classification of T1 and T2 Weighted Magnetic Resonance Prostate Images Using Convolutional Neural Networks

dc.contributor.authorUysal, Fatih
dc.contributor.authorHardalac, Firat
dc.contributor.authorKoc, Mustafa
dc.date.accessioned2026-08-12T16:41:41Z
dc.date.issued2018
dc.departmentFırat Üniversitesi
dc.descriptionMedical Technologies National Congress (TIPTEKNO) -- NOV 08-10, 2018 -- Magusa, CYPRUS
dc.description.abstractProstate cancer is a type of cancer that is very common in men. Literature review, it has been observed that there are many studies conducted on this prostate image using various image processing methods for cancer diagnosis and treatment. Secondary hemorrhage sites in prostate biopsy may cause misdiagnosis in T2-weighted magnetic resonance (MR) prostate images, in terms of tumor. In these cases, T1-weighted MR imaging of the prostate is helpful in diagnosing. In such situations, it may be helpful to prevent misdiagnosis and to help diagnosis; In this study, one deep convolutional neural network learning algorithms (CNN) using T1 and T2-weighted MR image classification process of the prostate were performed. As a result of this, an CNN model was developed that can classify MR prostate images.
dc.description.sponsorshipBiyomedikal Klinik Muhendisligi Dernegi,Izmir Katip Celebi Univ, Biyomedikal Muhendisligi Bolumu
dc.identifier.isbn978-1-5386-6852-8
dc.identifier.scopus2-s2.0-85061721383
dc.identifier.scopusqualityN/A
dc.identifier.urihttps://hdl.handle.net/11508/45938
dc.identifier.wosWOS:000467637600007
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isotr
dc.publisherIeee
dc.relation.ispartof2018 Medical Technologies National Congress (Tiptekno)
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WoS_20260511
dc.subjectdeep learning
dc.subjectconvolutional neural networks
dc.subjectimage classification
dc.subjectmagnetic resonance prostate images
dc.titleClassification of T1 and T2 Weighted Magnetic Resonance Prostate Images Using Convolutional Neural Networks
dc.title.alternativeEvrişimsel Sinir A?lari Kullanilarak T1 ve T2 A?irlikli Manyetik Rezonans Prostat Imgelerinin Siniflandirilmasi
dc.typeConference Object

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