[HTML][HTML] Emerging trends in fast MRI using deep-learning reconstruction on undersampled k-space data: a systematic review

D Singh, A Monga, HL de Moura, X Zhang, MVW Zibetti… - Bioengineering, 2023 - mdpi.com
Magnetic Resonance Imaging (MRI) is an essential medical imaging modality that provides
excellent soft-tissue contrast and high-resolution images of the human body, allowing us to …

Score-based diffusion models as principled priors for inverse imaging

BT Feng, J Smith, M Rubinstein… - Proceedings of the …, 2023 - openaccess.thecvf.com
Priors are essential for reconstructing images from noisy and/or incomplete measurements.
The choice of the prior determines both the quality and uncertainty of recovered images. We …

Knowledge‐driven deep learning for fast MR imaging: Undersampled MR image reconstruction from supervised to un‐supervised learning

S Wang, R Wu, S Jia, A Diakite, C Li… - Magnetic …, 2024 - Wiley Online Library
Deep learning (DL) has emerged as a leading approach in accelerating MRI. It employs
deep neural networks to extract knowledge from available datasets and then applies the …

End-to-end sequential sampling and reconstruction for MRI

T Yin, Z Wu, H Sun, AV Dalca, Y Yue… - ar**
J Zhang, P Spincemaille, H Zhang, TD Nguyen, C Li… - NeuroImage, 2023 - Elsevier
Quantitative susceptibility map** (QSM) involves acquisition and reconstruction of a series
of images at multi-echo time points to estimate tissue field, which prolongs scan time and …

Alternating learning approach for variational networks and undersampling pattern in parallel MRI applications

MVW Zibetti, F Knoll, RR Regatte - IEEE transactions on …, 2022 - ieeexplore.ieee.org
This work proposes an alternating learning approach to learn the sampling pattern (SP) and
the parameters of variational networks (VN) in accelerated parallel magnetic resonance …

Data-and physics-driven deep learning based reconstruction for fast mri: Fundamentals and methodologies

J Huang, Y Wu, F Wang, Y Fang, Y Nan… - IEEE Reviews in …, 2024 - ieeexplore.ieee.org
Magnetic Resonance Imaging (MRI) is a pivotal clinical diagnostic tool, yet its extended
scanning times often compromise patient comfort and image quality, especially in …