Deep learning-based Lorentzian fitting of water saturation shift referencing spectra in MRI.

Sajad Mohammed Ali Nirbhay N YadavRonnie WirestamMunendra SinghHye-Young Heo Peter C M van Zijl Linda Knutsson

Published in: Magnetic resonance in medicine (2023)

Comparisons between LS and sLoFNet on simulated and in vivo WASSR MRI Z-spectra in terms of robustness against noise and decreased sample resolution, as well as time consumption, showed significant advantages for sLoFNet.

Keyphrases

deep learning
contrast enhanced
magnetic resonance imaging
diffusion weighted imaging
density functional theory
air pollution
machine learning
magnetic resonance
artificial intelligence
single molecule
convolutional neural network