Search Results - "Liang, Zhi‐Pei"
-
1
Ultrafast magnetic resonance spectroscopic imaging using SPICE with learned subspaces
Published in Magnetic resonance in medicine (01-02-2020)“…Purpose To develop a subspace learning method for the recently proposed subspace‐based MRSI approach known as SPICE, and achieve ultrafast 1H‐MRSI of the…”
Get full text
Journal Article -
2
A subspace approach to high-resolution spectroscopic imaging
Published in Magnetic resonance in medicine (01-04-2014)“…Purpose To accelerate spectroscopic imaging using sparse sampling of (k,t)‐space and subspace (or low‐rank) modeling to enable high‐resolution metabolic…”
Get full text
Journal Article -
3
DeepSENSE: Learning coil sensitivity functions for SENSE reconstruction using deep learning
Published in Magnetic resonance in medicine (01-04-2022)“…Purpose To improve the estimation of coil sensitivity functions from limited auto‐calibration signals (ACS) in SENSE‐based reconstruction for brain imaging…”
Get full text
Journal Article -
4
Accelerated MR parameter mapping with low-rank and sparsity constraints
Published in Magnetic resonance in medicine (01-08-2015)“…Purpose To enable accurate magnetic resonance (MR) parameter mapping with accelerated data acquisition, utilizing recent advances in constrained imaging with…”
Get full text
Journal Article -
5
Accelerated High-Dimensional MR Imaging With Sparse Sampling Using Low-Rank Tensors
Published in IEEE transactions on medical imaging (01-09-2016)“…High-dimensional MR imaging often requires long data acquisition time, thereby limiting its practical applications. This paper presents a low-rank tensor based…”
Get full text
Journal Article -
6
Simultaneous QSM and metabolic imaging of the brain using SPICE
Published in Magnetic resonance in medicine (01-01-2018)“…Purpose To map brain metabolites and tissue magnetic susceptibility simultaneously using a single three‐dimensional 1H‐MRSI acquisition without water…”
Get full text
Journal Article -
7
Simultaneous QSM and metabolic imaging of the brain using SPICE: Further improvements in data acquisition and processing
Published in Magnetic resonance in medicine (01-02-2021)“…Purpose To achieve high‐resolution mapping of brain tissue susceptibility in simultaneous QSM and metabolic imaging. Methods Simultaneous QSM and metabolic…”
Get full text
Journal Article -
8
High‐resolution sodium imaging using anatomical and sparsity constraints for denoising and recovery of novel features
Published in Magnetic resonance in medicine (01-08-2021)“…Purpose To develop and evaluate a novel method for reconstruction of high‐quality sodium MR images from noisy, limited k‐space data. Theory and Methods A novel…”
Get full text
Journal Article -
9
Model-Based MR Parameter Mapping With Sparsity Constraints: Parameter Estimation and Performance Bounds
Published in IEEE transactions on medical imaging (01-09-2014)“…Magnetic resonance parameter mapping (e.g., T 1 mapping, T 2 mapping, T 2 * mapping) is a valuable tool for tissue characterization. However, its practical…”
Get full text
Journal Article -
10
Simultaneous metabolic and functional imaging of the brain using SPICE
Published in Magnetic resonance in medicine (01-12-2019)“…Purpose To enable simultaneous high‐resolution mapping of brain function and metabolism. Methods An encoding scheme was designed for interleaved acquisition of…”
Get full text
Journal Article -
11
Improved estimation of myelin water fractions with learned parameter distributions
Published in Magnetic resonance in medicine (01-11-2021)“…Purpose To improve estimation of myelin water fraction (MWF) in the brain from multi‐echo gradient‐echo imaging data. Methods A systematic sensitivity analysis…”
Get full text
Journal Article -
12
Accelerating T2 mapping of the brain by integrating deep learning priors with low‐rank and sparse modeling
Published in Magnetic resonance in medicine (01-03-2021)“…Purpose To accelerate T2 mapping with highly sparse sampling by integrating deep learning image priors with low‐rank and sparse modeling. Methods The proposed…”
Get full text
Journal Article -
13
Compressed-Sensing MRI With Random Encoding
Published in IEEE transactions on medical imaging (01-04-2011)“…Compressed sensing (CS) has the potential to reduce magnetic resonance (MR) data acquisition time. In order for CS-based imaging schemes to be effective, the…”
Get full text
Journal Article -
14
Optimization of 3D dynamic speech MRI: Poisson‐disc undersampling and locally higher‐rank reconstruction through partial separability model with regional optimized temporal basis
Published in Magnetic resonance in medicine (01-01-2024)“…Purpose To improve the spatiotemporal qualities of images and dynamics of speech MRI through an improved data sampling and image reconstruction approach…”
Get full text
Journal Article -
15
A Subspace Approach to Spectral Quantification for MR Spectroscopic Imaging
Published in IEEE transactions on biomedical engineering (01-10-2017)“…Objective: To provide a new approach to spectral quantification for magnetic resonance spectroscopic imaging (MRSI), incorporating both spatial and spectral…”
Get full text
Journal Article -
16
B1 mapping using pre‐learned subspaces for quantitative brain imaging
Published in Magnetic resonance in medicine (01-11-2023)“…Purpose To develop a machine learning‐based method for estimation of both transmitter and receiver B1 fields desired for correction of the B1 inhomogeneity…”
Get full text
Journal Article -
17
Enhancing linguistic research through 2‐mm isotropic 3D dynamic speech MRI optimized by sparse temporal sampling and low‐rank reconstruction
Published in Magnetic resonance in medicine (01-02-2023)“…Purpose To enable a more comprehensive view of articulations during speech through near‐isotropic 3D dynamic MRI with high spatiotemporal resolution and large…”
Get full text
Journal Article -
18
JSENSE‐Pro: Joint sensitivity estimation and image reconstruction in parallel imaging using pre‐learned subspaces of coil sensitivity functions
Published in Magnetic resonance in medicine (01-04-2023)“…Purpose To improve calibrationless parallel imaging using pre‐learned subspaces of coil sensitivity functions. Theory and Methods A subspace‐based joint…”
Get full text
Journal Article -
19
Chemical shift-based water/fat separation: A comparison of signal models
Published in Magnetic resonance in medicine (01-09-2010)“…Quantitative water/fat separation in MRI requires careful modeling of the acquired signal. Multiple signal models have been proposed in recent years, but their…”
Get full text
Journal Article -
20
Macromolecule mapping of the brain using ultrashort‐TE acquisition and reference‐based metabolite removal
Published in Magnetic resonance in medicine (01-05-2018)“…Purpose To develop a practical method for mapping macromolecule distribution in the brain using ultrashort‐TE MRSI data. Methods An FID‐based chemical shift…”
Get full text
Journal Article