Deep learning to automate the labelling of head MRI datasets for computer vision applications.

Journal: European radiology
Published Date:

Abstract

OBJECTIVES: The purpose of this study was to build a deep learning model to derive labels from neuroradiology reports and assign these to the corresponding examinations, overcoming a bottleneck to computer vision model development.

Authors

  • David A Wood
    School of Biomedical Engineering & Imaging Sciences, Kings College London, Rayne Institute, 4th Floor, Lambeth Wing, London, SE1 7EH, UK.
  • Sina Kafiabadi
    Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK.
  • Aisha Al Busaidi
    Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK.
  • Emily L Guilhem
    Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK.
  • Jeremy Lynch
    Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK.
  • Matthew K Townend
    Wrightington, Wigan & Leigh NHSFT, Wigan, WN1 2NN, UK.
  • Antanas Montvila
    Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK.
  • Martin Kiik
    School of Medical Education, Faculty of Life Science and Medicine, King's College London, London, United Kingdom.
  • Juveria Siddiqui
    Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK.
  • Naveen Gadapa
    Department of Neurology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK.
  • Matthew D Benger
    Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, SE5 9RS, UK.
  • Asif Mazumder
    Guy's and St Thomas' NHS Foundation Trust, Westminster Bridge Road, London, SE1 7EH, UK.
  • Gareth Barker
    Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK.
  • Sebastian Ourselin
    School of Biomedical Engineering & Imaging Sciences, Kings College London, Rayne Institute, 4th Floor, Lambeth Wing, London, SE1 7EH, UK.
  • James H Cole
    Computational, Clinical, and Cognitive Neuroimaging Laboratory, Department of Medicine, Imperial College London, London, United Kingdom.
  • Thomas C Booth
    School of Biomedical Engineering and Imaging Sciences, King's College London, St. Thomas' Hospital, London, United Kingdom.