Automated description of the mandible shape by deep learning.

Journal: International journal of computer assisted radiology and surgery
Published Date:

Abstract

PURPOSE: The shape of the mandible has been analyzed in a variety of fields, whether to diagnose conditions like osteoporosis or osteomyelitis, in forensics, to estimate biological information such as age, gender, and race or in orthognathic surgery. Although the methods employed produce encouraging results, most rely on the dry bone analyses or complex imaging techniques that, ultimately, hamper sample collection and, as a consequence, the development of large-scale studies. Thus, we proposed an objective, repeatable, and fully automatic approach to provide a quantitative description of the mandible in orthopantomographies (OPGs).

Authors

  • Nicolas Vila-Blanco
  • Paulina Varas-Quintana
  • Ángela Aneiros-Ardao
    Oral Sciences Research Group, Special Needs Unit Department of Surgery and Medical-Surgical Specialities School of Medicine and Dentistry, Universidade de Santiago de Compostela, Santiago de Compostela, Spain.
  • Inmaculada Tomas
  • Maria J Carreira