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SuperDTI: Ultrafast DTI and fiber tractography with deep learning.

Hongyu LiZifei LiangChaoyi ZhangRuiying LiuJing LiWeihong ZhangDong LiangBowen ShenXiaoliang ZhangYulin GeJiangyang ZhangLeslie Ying
Published in: Magnetic resonance in medicine (2021)
Our results demonstrate the feasibility of superfast DTI and fiber tractography using deep learning with as few as six DWIs directly, bypassing tensor fitting. Such a significant reduction in scan time may allow the inclusion of DTI into the clinical routine for many potential applications.
Keyphrases
  • white matter
  • deep learning
  • multiple sclerosis
  • artificial intelligence
  • convolutional neural network
  • machine learning
  • computed tomography
  • magnetic resonance