Overview of quantitative susceptibility map** using deep learning: Current status, challenges and opportunities

W Jung, S Bollmann, J Lee - NMR in Biomedicine, 2022 - Wiley Online Library
Quantitative susceptibility map** (QSM) has gained broad interest in the field by extracting
bulk tissue magnetic susceptibility, predominantly determined by myelin, iron and calcium …

Recommended implementation of quantitative susceptibility map** for clinical research in the brain: a consensus of the ISMRM electro‐magnetic tissue properties …

QSM Consensus Organization … - Magnetic resonance …, 2024 - Wiley Online Library
This article provides recommendations for implementing QSM for clinical brain research. It is
a consensus of the International Society of Magnetic Resonance in Medicine, Electro …

SEPIA-Susceptibility map** pipeline tool for phase images

KS Chan, JP Marques - bioRxiv, 2020 - biorxiv.org
Quantitative susceptibility map** (QSM) is a physics-driven computational technique that
has a high sensitivity in quantifying iron deposition based on MRI phase images …

Magnetic resonance iron imaging in amyotrophic lateral sclerosis

A Bhattarai, GF Egan, P Talman… - Journal of Magnetic …, 2022 - Wiley Online Library
Amyotrophic lateral sclerosis (ALS) results in progressive impairment of upper and lower
motor neurons. Increasing evidence from both in vivo and ex vivo studies suggest that iron …

[HTML][HTML] Exploring linearity of deep neural network trained QSM: QSMnet+

W Jung, J Yoon, S Ji, JY Choi, JM Kim, Y Nam, EY Kim… - Neuroimage, 2020 - Elsevier
Recently, deep neural network-powered quantitative susceptibility map** (QSM), QSMnet,
successfully performed ill-conditioned dipole inversion in QSM and generated high-quality …

[HTML][HTML] MoDL-QSM: Model-based deep learning for quantitative susceptibility map**

R Feng, J Zhao, H Wang, B Yang, J Feng, Y Shi… - NeuroImage, 2021 - Elsevier
Quantitative susceptibility map** (QSM) has demonstrated great potential in quantifying
tissue susceptibility in various brain diseases. However, the intrinsic ill-posed inverse …

xQSM: quantitative susceptibility map** with octave convolutional and noise‐regularized neural networks

Y Gao, X Zhu, BA Moffat, R Glarin… - NMR in …, 2021 - Wiley Online Library
Quantitative susceptibility map** (QSM) provides a valuable MRI contrast mechanism that
has demonstrated broad clinical applications. However, the image reconstruction of QSM is …

A subject-specific unsupervised deep learning method for quantitative susceptibility map** using implicit neural representation

M Zhang, R Feng, Z Li, J Feng, Q Wu, Z Zhang… - Medical Image …, 2024 - Elsevier
Quantitative susceptibility map** (QSM) is an MRI-based technique that estimates the
underlying tissue magnetic susceptibility based on phase signal. Deep learning (DL)-based …