MRI Banding Removal via Adversarial Training

MRI images reconstructed from sub-sampled Cartesian data using deep learning techniques often show a characteristic banding (sometimes described as streaking), which is particularly strong in low signal-to-noise regions of the reconstructed image. In this work, we propose the use of an adversarial l...

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Veröffentlicht in:	arXiv.org 2020-10
Hauptverfasser:	Defazio, Aaron, Murrell, Tullie, Recht, Michael P
Format:	Artikel
Sprache:	eng
Schlagworte:	Annotations Image reconstruction Machine learning Magnetic resonance imaging Post-production processing
Online-Zugang:	Volltext
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