A web-based system for neural network based classification in temporomandibular joint osteoarthritis.

Journal: Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
Published Date:

Abstract

OBJECTIVE: The purpose of this study is to describe the methodological innovations of a web-based system for storage, integration and computation of biomedical data, using a training imaging dataset to remotely compute a deep neural network classifier of temporomandibular joint osteoarthritis (TMJOA).

Authors

  • Priscille de Dumast
    Department for Orthodontics and Pediatric Dentistry, University of Michigan, Ann Arbor, MI, USA.
  • ClĂ©ment Mirabel
    Department for Orthodontics and Pediatric Dentistry, University of Michigan, Ann Arbor, MI, USA.
  • Lucia Cevidanes
    University of Michigan, Ann Arbor, MI, USA.
  • Antonio Ruellas
    Federal University of Rio de Janeiro, Rio de Janeiro, Brazil.
  • Marilia Yatabe
    University of Michigan, Ann Arbor, MI, USA.
  • Marcos Ioshida
    Department for Orthodontics and Pediatric Dentistry, University of Michigan, Ann Arbor, MI, USA.
  • Nina Tubau Ribera
    Department for Orthodontics and Pediatric Dentistry, University of Michigan, Ann Arbor, MI, USA.
  • Loic Michoud
    Department for Orthodontics and Pediatric Dentistry, University of Michigan, Ann Arbor, MI, USA.
  • Liliane Gomes
    Department for Orthodontics and Pediatric Dentistry, University of Michigan, Ann Arbor, MI, USA.
  • Chao Huang
    University of North Carolina, Chapel Hill, NC, USA.
  • Hongtu Zhu
    Department of Biostatistics, University of North Carolina at Chapel Hill, USA. Electronic address: htzhu@email.unc.edu.
  • Luciana Muniz
    Department for Orthodontics and Pediatric Dentistry, University of Michigan, Ann Arbor, MI, USA.
  • Brandon Shoukri
    Department for Orthodontics and Pediatric Dentistry, University of Michigan, Ann Arbor, MI, USA.
  • Beatriz Paniagua
    Kitware Inc., Carrboro, NC, USA.
  • Martin Styner
    Department of Psychiatry, University of North Carolina at Chapel Hill, NC, USA.
  • Steve Pieper
    Isomics Inc., Cambridge, MA, USA.
  • Francois Budin
    Kitware Inc., Carrboro, NC, USA.
  • Jean-Baptiste Vimort
    Kitware Inc., Carrboro, NC, USA.
  • Laura Pascal
    Kitware Inc., Carrboro, NC, USA.
  • Juan Carlos Prieto
    University of North Carolina, Chapel Hill, USA.