Automated Cerebral Hemorrhage Detection Using RAPID.

Journal: AJNR. American journal of neuroradiology
Published Date: Dec 24, 2020

Abstract

BACKGROUND AND PURPOSE: Intracranial hemorrhage (ICH) is an important event that is diagnosed on head NCCT. Increased NCCT utilization in busy hospitals may limit timely identification of ICH. RAPID ICH is an automated hybrid 2D-3D convolutional neural network application designed to detect ICH that may allow for expedited ICH diagnosis. We determined the accuracy of RAPID ICH for ICH detection and ICH volumetric quantification on NCCT.

Authors

  • J J Heit
    From the Department of Radiology, Neuroimaging, and Neurointervention Division (J.J.H.), Stanford University School of Medicine, Stanford, California jheit@stanford.edu.
  • H Coelho
    Interventional Radiology Service (H.C., F.M.).
  • F O Lima
    Department of Neurology (F.O.L.), Hospital Geral de Fortaleza, R. Ávila Goulart, Fortaleza, Brazil.
  • M Granja
    Baptist Neurological Institute (M.G., A.A., R.H.), Lyerly Neurosurgery/Baptist Health, Jacksonville, Florida.
  • A Aghaebrahim
    Baptist Neurological Institute (M.G., A.A., R.H.), Lyerly Neurosurgery/Baptist Health, Jacksonville, Florida.
  • R Hanel
    Baptist Neurological Institute (M.G., A.A., R.H.), Lyerly Neurosurgery/Baptist Health, Jacksonville, Florida.
  • K Kwok
    Department of Radiology (K.K.), Central Valley Imaging Medical Associates, Manteca, California.
  • H Haerian
    Department of Radiology (H.H.), LifeBridge Health, Baltimore, Maryland.
  • C W Cereda
    Department of Neurology (C.W.C.), EOC Ospedale Regionale di Lugano, Lugano, Switzerland.
  • C Venkatasubramanian
    Neurocritical Care and Stroke, Department of Neurology (C.V.), Stanford University, Palo Alto, California.
  • S Dehkharghani
    Department of Radiology (S.D.), NY University Langone Health, New York, New York.
  • L A Carbonera
    Hospital das Clínicas de Porto Alegre (L.A.C.), Bairro Santa Cecilia, Brazil.
  • J Wiener
    Department of Radiology (J.W.), Boca Raton Regional Hospital, Boca Raton, Florida.
  • K Copeland
    Boulder Statistics (K.C.), Steamboat Springs, Colorado.
  • F Mont'Alverne
    Interventional Radiology Service (H.C., F.M.).

Keywords

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