Deep‐Learning‐Based Contrast Synthesis From MRF Parameter Maps in the Knee Joint

Background Magnetic resonance fingerprinting (MRF) is a method to speed up acquisition of quantitative MRI data. However, MRF does not usually produce contrast‐weighted images that are required by radiologists, limiting reachable total scan time improvement. Contrast synthesis from MRF could signifi...

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Veröffentlicht in:	Journal of magnetic resonance imaging 2023-08, Vol.58 (2), p.559-568
Hauptverfasser:	Nykänen, Olli, Nevalainen, Mika, Casula, Victor, Isosalo, Antti, Inkinen, Satu I., Nikki, Marko, Lattanzi, Riccardo, Cloos, Martijn A., Nissi, Mikko J., Nieminen, Miika T.
Format:	Artikel
Sprache:	eng
Schlagworte:	Correlation coefficient Correlation coefficients Deep Learning Field strength Fingerprinting Humans Image contrast Image Processing, Computer-Assisted - methods Image quality Imaging, Three-Dimensional - methods Joints (anatomy) Knee Knee Joint Knee Joint - diagnostic imaging Magnetic Resonance Fingerprinting Magnetic resonance imaging Magnetic Resonance Imaging - methods Magnetic Resonance Spectroscopy Medical imaging Population studies Proton density (concentration) Rank tests Retrospective Studies Statistical analysis Statistical tests Synthetic data Synthetic MRI Training
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