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Automated Hippocampal Subfield Segmentation at 7T MRI.

Laura E M WisseHugo J KuijfAnita M Werensteijn-HoninghH WangJohn PlutaSandhitsu R DasDavid A WolkJaco J M ZwanenburgPaul A YushkevichMirjam I Geerlings
Published in: AJNR. American journal of neuroradiology (2016)
This work demonstrates the feasibility of using a computational technique to automatically label hippocampal subfields and the entorhinal cortex at 7T MRI, with a high accuracy for most subfields that is competitive with the labor-intensive manual segmentation. The software and atlas are publicly available: http://www.nitrc.org/projects/ashs/.
Keyphrases
  • deep learning
  • contrast enhanced
  • convolutional neural network
  • magnetic resonance imaging
  • machine learning
  • single cell
  • quality improvement
  • high throughput
  • computed tomography
  • temporal lobe epilepsy