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Accelerated model-based T1, T2* and proton density mapping using a Bayesian approach with automatic hyperparameter estimation.

Shuai HuangJames J LahJason W AllenDeqiang Qiu
Published in: Magnetic resonance in medicine (2024)
AMP-PE offers the benefits of model-based recovery with the additional key advantage of automatic hyperparameter estimation. It works adeptly in situations where ground-truth is difficult to obtain and in clinical environments where it is desirable to automatically adapt hyperparameters to individual protocol, scanner and patient.
Keyphrases
  • deep learning
  • machine learning
  • randomized controlled trial
  • case report
  • protein kinase
  • neural network
  • magnetic resonance imaging