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Deep learning segmentation results in precise delineation of the putamen in multiple system atrophy.

Alexander RauNils SchröterMichel RijntjesFabian BambergWolfgang H JostMaxim ZaitsevCornelius WeillerStephan RauHorst UrbachMarco ReisertMaximilian F Russe
Published in: European radiology (2023)
• A Deep Neural Patchwork precisely delineates the putamen and performs equal to human labeling in multiple system atrophy, even when pronounced putaminal volume loss is present. • The Deep Neural Patchwork-based segmentation was more capable to differentiate between multiple system atrophy and Parkinson's disease than the AAL3 atlas, Freesurfer, or Fastsurfer.
Keyphrases
  • deep learning
  • convolutional neural network
  • endothelial cells
  • artificial intelligence
  • machine learning
  • induced pluripotent stem cells
  • pluripotent stem cells