RCFLA-YOLO: a deep learning-driven framework for the automated assessment of root canal filling quality in periapical radiographs.

Journal: BMC medical education
Published Date: Jul 1, 2025

Abstract

BACKGROUND: Evaluating the quality of root canal filling (RCF) performed by dental students in preclinical settings is a time-consuming process for clinicians and is often subjectively assessed.

Authors

  • Muhammed Ayhan
    Department of Endodontics, Faculty of Dentistry, Burdur Mehmet Akif Ersoy University, Burdur, Turkey. dt.muhammedayhan@gmail.com.
  • İsmail Kayadibi
    Department of Computer Engineering, Faculty of Engineering and Natural Sciences, Suleyman Demirel University, Isparta, Turkey; Department of Management Information Systems, Faculty of Economic and Administrative Sciences, Afyon Kocatepe University, Afyonkarahisar, Turkey. Electronic address: ikayadibi@aku.edu.tr.
  • Berkehan Aykanat
    Department of Paediatric Dentistry, Faculty of Dentistry, Burdur Mehmet Akif Ersoy University, Burdur, Turkey.

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