Communications Medicine (Dec 2021)

Deep learning-based detection and segmentation of diffusion abnormalities in acute ischemic stroke

  • Chin-Fu Liu,
  • Johnny Hsu,
  • Xin Xu,
  • Sandhya Ramachandran,
  • Victor Wang,
  • Michael I. Miller,
  • Argye E. Hillis,
  • Andreia V. Faria,
  • The STIR and VISTA Imaging investigators

DOI
https://doi.org/10.1038/s43856-021-00062-8
Journal volume & issue
Vol. 1, no. 1
pp. 1 – 18

Abstract

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Liu et al. develop a deep learning-based tool to detect and segment diffusion abnormalities seen on magnetic resonance imaging (MRI) in acute ischemic stroke. The tool is tested in two clinical MRI datasets and outperforms existing algorithms in the detection of small lesions, potentially allowing clinicians and clinical researchers to more quickly and accurately diagnose and assess ischemic strokes.