Automatic cortical target point localisation in MRI for transcranial magnetic stimulation via a multi-resolution convolutional neural network.

Journal: International journal of computer assisted radiology and surgery
PMID:

Abstract

PURPOSE: Transcranial magnetic stimulation (TMS) is a growing therapy for a variety of psychiatric and neurological disorders that arise from or are modulated by cortical regions of the brain represented by singular 3D target points. These target points are often determined manually with assistance from a pre-operative T1-weighted MRI, although there is growing interest in automatic target point localisation using an atlas. However, both approaches can be time-consuming which has an effect on the clinical workflow, and the latter does not take into account patient variability such as the varying number of cortical gyri where these targets are located.

Authors

  • John S H Baxter
    Université de Rennes 1, Rennes, France.
  • Quoc Anh Bui
    Laboratoire Traitement du Signal et de l'Image (LTSI - INSERM UMR 1099), Université de Rennes 1, Rennes, France.
  • Ehouarn Maguet
    Laboratoire Traitement du Signal et de l'Image (LTSI - INSERM UMR 1099), Université de Rennes 1, Rennes, France.
  • Stéphane Croci
    SYNEIKA, Rennes, France.
  • Antoine Delmas
    SYNEIKA, Rennes, France.
  • Jean-Pascal Lefaucheur
    ENT Team, EA4391, Faculty of Medicine, Paris Est Créteil University, Créteil, France.
  • Luc Bredoux
    SYNEIKA, Rennes, France.
  • Pierre Jannin