DentalSegmentator: Robust open source deep learning-based CT and CBCT image segmentation.

Journal: Journal of dentistry
PMID: 38878813

Abstract

OBJECTIVES: Segmentation of anatomical structures on dento-maxillo-facial (DMF) computed tomography (CT) or cone beam computed tomography (CBCT) scans is increasingly needed in digital dentistry. The main aim of this research was to propose and evaluate a novel open source tool called DentalSegmentator for fully automatic segmentation of five anatomical structures on DMF CT and CBCT scans: maxilla/upper skull, mandible, upper teeth, lower teeth, and the mandibular canal.

Authors

  • Gauthier Dot
    UFR odontologie, université Paris Cité, Paris, France - AP-HP, hôpital Pitié-Salpêtrière, service de médecine bucco-dentaire, Paris, France - Institut de biomécanique humaine Georges Charpak, école nationale supérieure d'Arts et Métiers, Paris, France.
  • Akhilanand Chaurasia
    Department of Oral Medicine and Radiology, King George's Medical University, Lucknow, India.
  • Guillaume Dubois
    Institut de Biomecanique Humaine Georges Charpak, Arts et Metiers Institute of Technology, Paris, France; Materialise France, Malakoff, France.
  • Charles Savoldelli
    University Institute of the Face and Neck, Côte d'Azur University, Nice University Hospital, 31 Avenue de Valombrose, Nice 06100, France.
  • Sara Haghighat
    Topic Group Dental Diagnostics and Digital Dentistry, ITU/WHO Focus Group AI On Health, Berlin, Germany.
  • Sarina Azimian
    Research Committee, School of Dentistry, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
  • Ali Rahbar Taramsari
    Private Dentist Practitioner, Rasht, Iran.
  • Gowri Sivaramakrishnan
    Dental Post Graduate Training Department, PHCC, Manama, Kingdom of Bahrain.
  • Julien Issa
    Department of Biomaterials and Experimental Dentistry, Poznań University of Medical Sciences, Bukowska 70, 60-812 Poznań, Poland.
  • Abhishek Dubey
    Department of Oral Medicine and Radiology, Maharana Pratap Dental College, Kanpur, India.
  • Thomas Schouman
    Institut de Biomecanique Humaine Georges Charpak, Arts et Metiers Institute of Technology, Paris, France; AP-HP, Hopital Pitie-Salpetriere, Service de Chirurgie Maxillo-Faciale, Medecine Sorbonne Universite, Paris, France.
  • Laurent Gajny
    Arts et Métiers, Institut de Biomécanique Humaine Georges Charpak, 151 bd de l'Hôpital, 75013, Paris, France. laurent.gajny@ensam.eu.

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