Phase classification of mitotic events using selective dictionary learning for stem cell populations

Basit Öğe Kaydı
dc.contributor.authorOzturk, Saban
dc.contributor.authorAkdemir, Bayram
dc.date.accessioned2020-03-26T19:55:02Z
dc.date.available2020-03-26T19:55:02Z
dc.date.issued2018
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractNowadays, thanks to the use of advanced technological tools, stem cell studies which play an important role in regenerative medicine and cancer studies have increased considerably. In this study, selective dictionary learning method is presented for detecting mitotic event phases in stem cells using phase contrast time-lapse microscopy images. In the proposed method, three phases are defined for representation of mitotic events. Creating a dictionary that represents these phases with a single feature space restricts the success. For this reason, three dictionaries with different features are created. Although the multiplication of image alpha values with all generated dictionaries is quite suitable for determining the lowest error value, this process is time consuming. For this reason, a selective dictionary approach based on the automatic selection of the best values with a cooperation between the dictionaries has been proposed. In this way, the high success rate is maintained and the processing time is significantly reduced. The proposed method gives better results than other state-of-art studies in terms of computational efficiency and accuracy in experiments with C2C12 and BAEC datasets. (C) 2018 Elsevier Ltd. All rights reserved.en_US
dc.identifier.doi10.1016/j.compeleceng.2018.03.025en_US
dc.identifier.endpage37en_US
dc.identifier.issn0045-7906en_US
dc.identifier.issn1879-0755en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage25en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.compeleceng.2018.03.025
dc.identifier.urihttps://hdl.handle.net/20.500.12395/36842
dc.identifier.volume67en_US
dc.identifier.wosWOS:000441483000003en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherPERGAMON-ELSEVIER SCIENCE LTDen_US
dc.relation.ispartofCOMPUTERS & ELECTRICAL ENGINEERINGen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectCell divisionen_US
dc.subjectDictionary learningen_US
dc.subjectMitosis phase detectionen_US
dc.subjectSelective dictionaryen_US
dc.titlePhase classification of mitotic events using selective dictionary learning for stem cell populationsen_US
dc.typeArticleen_US

Dosyalar

Koleksiyon

WoS İndeksli Yayınlar Koleksiyonu
Scopus İndeksli Yayınlar Koleksiyonu