Deep-ASL enhancement technique in arterial spin labeling MRI – A novel approach for the error reduction of partial volume correction technique with linear regression algorithm

•Reduce CBF quantification error by enhancing ASL image quality with a novel model.•For clinical use, sufficiency of simulated ASL data to train the model is proved.•Developed Deep-ASL ENHANCE as a preprocessing step to Linear Regression algorithm Arterial Spin Labelling MRI is a noninvasive quantit...

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Veröffentlicht in:	Journal of computational science Jg. 58; S. 101546
Hauptverfasser:	A, Shyna, C., Ushadevi Amma, John, Ansamma, C., Kesavadas, Thomas, Bejoy
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier B.V 01.02.2022
Schlagworte:	Arterial spin labeling Cerebral blood flow Deeplearning Linear regression algorithm Partial volume effect Residual dense block Residual dense block Linear regression algorithm Deeplearning Partial volume effect Cerebral blood flow Arterial spin labeling
ISSN:	1877-7503, 1877-7511
Online-Zugang:	Volltext
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