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Document type:
Zeitschriftenaufsatz
Author(s):
Golbabaee, M.; Chen, D.; Gómez, PA.; Menzel, MI.; Davies, M.E.
Title:
A deep learning approach for magnetic resonance fingerprinting
Abstract:
Current popular methods for Magnetic Resonance Fingerprint (MRF) recovery are bottlenecked by the heavy storage and computation requirements of a matched-filtering step due to the growing size and complexity of the fingerprint dictionaries in multi-parametric quantitative MRI applications. In this abstract we investigate and evaluate advantages of a deep learning approach for embedding the manifold of solutions of the Bloch equations and to address these shortcomings.
Keywords:
MedicalImaging,IBBM
Journal title:
iTWIST: international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques
Year:
2018
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