Background Methods for grading and localization of lumbar disc herniation (LDH) on MRI are complex, time-consuming, and subjective. Utilizing deep learning (DL) models as assistance would mitigate such complexities. Purpose To develop an interpretable DL model capable of grading and localizing LDH. Study Type Retrospective. Subjects 1496 patients...

Journal of Magnetic Resonance Imaging, EarlyView.

Journal of Magnetic Resonance Imaging, EarlyView.

Background Standard Cartesian time-of-flight (TOF) head magnetic resonance angiography (MRA) is routinely used to evaluate the intracranial arteries, but does not provide quantitative hemodynamic information that is useful for patient risk stratification as well as for monitoring treatment and tracking changes in blood flow over time. Quantitative...

Journal of Magnetic Resonance Imaging, EarlyView.

Journal of Magnetic Resonance Imaging, EarlyView.