Panoramik Görüntülerde Diş Numaralandırma: Derin Öğrenme ve Sezgisel Algoritmaya Dayalı Yeni Bir Yöntem / Numbering Teeth in Panoramic Images: A Novel Method Based On Deep Learning And Heuristic Algorithm
Yazarlar (4)
Dr. Öğr. Üyesi Ahmet KARAOĞLU Sinop Üniversitesi, Türkiye
Caner Özcan Karabük Üniversitesi, Türkiye
Adem Pekince Karabük Üniversitesi, Türkiye
Prof. Dr. Yasin Yaşa Ordu Üniversitesi, Türkiye
| Makale Türü |
Özgün Makale
(SSCI, AHCI, SCI, SCI-Exp dergilerinde yayınlanan tam makale)
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| Dergi Adı | Engineering Science and Technology an International Journal (Q1) | ||
| Dergi ISSN | 2215-0986 Dergi Bilgileri (2023) | ||
| Dergi Tarandığı Indeksler | SCI-Expanded | ||
| Makale Dili | İngilizce | Basım Tarihi | 01-2023 |
| Cilt / Sayı / Sayfa | 37 / 1 / 101316–0 | DOI | 10.1016/j.jestch.2022.101316 |
| Makale Linki | http://dx.doi.org/10.1016/j.jestch.2022.101316 | ||
| UAK Araştırma Alanları |
Yapay Zeka
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| Özet |
| Dental problems are one of the most common health problems for people. To detect and analyze these problems, dentists often use panoramic radiographs that show the entire mouth and have low radiation exposure and exposure time. Analyzing these radiographs is a lengthy and tedious process. Recent studies have ensured dental radiologists can perform the analyses faster with various artificial intelligence supports. In this study, the numbering performance of Mask R-CNN and our heuristic algorithm-based method was verified on panoramic dental radiographs according to the Federation Dentaire Internationale (FDI) system. Ground-truth labelling of images required for training the deep learning algorithm was performed by two dental radiologists using the web-based labelling software DentiAssist created by the first author. The dataset was created from 2702 anonymized panoramic radiographs. The dataset … |
| Anahtar Kelimeler |
| Deep learning | Heuristic algorithm | Mask R-CNN | Numbering | Panoramic radiographs | Segmentation |
Science Direct
Panoramik Görüntülerde Diş Numaralandırma: Derin Öğrenme ve Sezgisel Algoritmaya Dayalı Yeni Bir Yöntem / Numbering Teeth in Panoramic Images: A Novel Method Based On Deep Learning And Heuristic Algorithm
| Atıf Sayıları | |
| Web of Science | 17 |
| Scopus | 34 |
| Google Scholar | 43 |