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Deep Learning-Based Reconstruction of 3D T1 SPACE Vessel Wall Imaging Provides Improved Image Quality with Reduced Scan Times: A Preliminary Study.

Girish BathlaSteven A MessinaDavid F BlackJohn C BensonPeter KollaschMarcel Dominik NickelNeetu SoniBrian C RuckerIan T MarkFelix E DiehnAmit Kumar Agarwal
Published in: AJNR. American journal of neuroradiology (2024)
Our preliminary findings suggest that deep learning-based image reconstruction-optimized intracranial vessel wall imaging sequences may be helpful in achieving shorter gradient times with improved vessel wall visualization and overall image quality. These improvements may help with wider adoption of intracranial vessel wall imaging in clinical practice and should be further validated on a larger cohort.
Keyphrases
  • image quality
  • deep learning
  • computed tomography
  • high resolution
  • clinical practice
  • dual energy
  • convolutional neural network
  • magnetic resonance