Deep learning for detecting periapical bone rarefaction in panoramic radiographs: a systematic review and critical assessment.

Journal: Dento maxillo facial radiology
Published Date:

Abstract

OBJECTIVES: To evaluate deep learning (DL)-based models for detecting periapical bone rarefaction (PBRs) in panoramic radiographs (PRs), analysing their feasibility and performance in dental practice.

Authors

  • José Evando da Silva-Filho
    DDS, MsD Student, Departments of Dental Radiology and Imaging and Endodontics, Faculty of Dentistry, University of Fortaleza, Fortaleza, Ceará, Brazil.
  • Zildenilson da Silva Sousa
    DDS, MsD Student, Department of Stomatology, Faculty of Dentistry, University of Fortaleza, Fortaleza, Ceará, Brazil.
  • Zildenilson da Silva Sousa
    Department of Stomatology, Faculty of Dentistry, University of Fortaleza, 587 Dr. Valmir Pontes Avenue, Edson Queiroz, Fortaleza, Ceará, 60812-020, Brazil.
  • Ana Paula Caracas de-Araújo
    DDS, MsD Student, Department of Operative Dentistry and Dental Materials, Faculty of Dentistry, University of Fortaleza, Fortaleza, Ceará, Brazil.
  • Ana Paula Caracas-de-Araújo
    Department of Operative Dentistry and Dental Materials, Faculty of Dentistry, University of Fortaleza, 587 Dr. Valmir Pontes Avenue, Edson Queiroz, Fortaleza, Ceará, 60812-020, Brazil.
  • Lívia Dos Santos Fornagero
    Undergraduate, Faculty of Dentistry, University of Fortaleza, Fortaleza, Ceará, Brazil.
  • Milena Pinheiro Machado
    Undergraduate, Faculty of Dentistry, University of Fortaleza, Fortaleza, Ceará, Brazil.
  • André Wescley Oliveira de Aguiar
    MSc, Center for Technological Sciences, University of Fortaleza, Fortaleza, Ceará, Brazil.
  • Caio Marques Silva
    MSc, Laboratory of Image Processing and Computer Simulation (LAPISCO), Federal Institute of Education, Science and Technology of Ceará, Fortaleza Campus, Fortaleza, Ceará, Brazil.
  • Danielle Frota de Albuquerque
    DDS, MSc, PhD, Departments of Dental Radiology and Imaging and Stomatology, Faculty of Dentistry, University of Fortaleza, Fortaleza, Ceará, Brazil.
  • Eduardo Diogo Gurgel-Filho
    DDS, MsD, PhD, Department of Endodontics, Faculty of Dentistry, University of Fortaleza, Fortaleza, Ceará, Brazil.