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Improving high frequency image features of deep learning reconstructions via k-space refinement with null-space kernel.

Kanghyun RyuCagan AlkanShreyas S Vasanawala
Published in: Magnetic resonance in medicine (2022)
Our findings imply that refining DL output using the proposed method may generally improve DL reconstruction as tested with various large-scale dataset and networks.
Keyphrases
  • high frequency
  • deep learning
  • transcranial magnetic stimulation
  • artificial intelligence
  • convolutional neural network
  • machine learning
  • magnetic resonance imaging
  • computed tomography