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physics.med-ph2025
Resolving quantitative MRI model degeneracy in self-supervised machine learning
Giulio V. Minore, Louis Dwyer-Hemmings, Timothy J. P. Bray +1
Quantitative MRI (qMRI) estimates tissue properties of interest from measured MRI signals. This process is conventionally achieved by model fitting, whose computational expense lim…
physics.med-ph2022★ 8 cited
Choice of training label matters: how to best use deep learning for quantitative MRI parameter estimation
Sean C. Epstein, Timothy J. P. Bray, Margaret Hall-Craggs +1
Deep learning (DL) is gaining popularity as a parameter estimation method for quantitative MRI. A range of competing implementations have been proposed, relying on either supervise…