Publications¶
Preprints¶
arXiv preprint arXiv:2507.03369 (2025).
arXiv preprint arXiv:2506.13293 (2025).
arXiv preprint arXiv:2505.08142 (2025).
arXiv preprint arXiv:2403.14070 (2024).
arXiv preprint arXiv:2310.04705 (2023).
Journal Articles¶
Information. 2025; 16 (7):592.
Medical Imaging Analysis. 2023.
Machine Learning; 2023.
Front. Neurol. Applied Neuroimaging; 2023.
Magn. Reson. Med. 2023.
Can J Neurol Sci. 2022 Nov 10:1-22.
Cancer Immunology, Immunotherapy; 2022.
Alcoholism: Clinical and Experimental Research; 2022.
Frontiers in Microbiology; 2022.
BMC Infect Dis. 2021 Jan 29;21(1):127.
Magn Reson Imaging. 2021 Jan 2;77:159-168.
Neurobiol Aging 2020; 95:131-142.
Magn. Reson. Med. 2020.
Magn. Reson. Med. 2020 Mar 3.
Magn. Reson. Med. 2020; 83(4):1178-1191.
Magn. Reson. Med. 2020; 83(1):68-82. (selected as MRM 2020 January Cover Article)
J. Magn. Reson. Imaging 2020; 51(3):712-718.
Mult Scler Relat Disord 2019; 33:107-115.
AJNR Am J Neuroradiol. 2018; 39(7):1260-1266.
NeuroImage 2018; 179:166-175.
Radiology 2018; 288(3):830-839.
J. Magn. Reson. Imaging 2018; 48(3):652-668.
AJNR Am J Neuroradiol. 2017; 38(5):942-948.
J. Magn. Reson. Imaging 2017; 46(5):1464-1473.
NeuroImage 2017; 148:115-122.
NMR Biomed. 2016 Sep 30;
J. Magn. Reson. Imaging 2016; 34(4):574-578.
Magn. Reson. Med. 2016; 76(3):781-791.
J. Magn. Reson. Imaging 2015; 42:1601-1610.
NeuroImage 2015; 105:486–492.
Magn. Reson. Med. 2015; 73:1932-1938. (selected as MRM 2015 May Cover Article)
Magn. Reson. Med. 2014; 71:1151–1157.
Editorials¶
Front Neurosci. 2023; 17: 1286361.
J. Magn. Reson. Imaging 2020 Mar 10.
Conference Papers¶
2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Tucson, AZ, USA, 2025, pp. 75-84
2024 IEEE International Symposium on Biomedical Imaging (ISBI), Athens, Greece, 2024, pp. 1-5
Conference Abstracts¶
DeepRelaxo: A Generalizable Self-supervised Method for Brain R2 Mapping
ISMRM; Honolulu; May 2025.
Partial Volume Estimation from MRF Acquisition Using a Deep Learning Approach
ISMRM; Honolulu; May 2025.
Consistent MRI Reconstruction with Diffusion Models and Sequential Monte Carlo
ISMRM; Honolulu; May 2025.
Rapid Quantitative Susceptibility Mapping for Intracranial Hemorrhage Using Deep Learning-based 2.5D Diffusion Models
ISMRM; Honolulu; May 2025.
Synthesising 3T DWI from ultra-low-field (64mT) acquisitions using generative diffusion models
ISMRM; Singapore; May 2024.
Quantitative Susceptibility Mapping by Controllable Diffusion Models
ISMRM; Singapore; May 2024.
Robustness of Diffusion Model-Based Methods to Distribution Shifts in Medical Imaging
ISMRM; Singapore; May 2024.
A deep image prior based refinement for 3D phase unwrapping in brain MRI
ISMRM; Singapore; May 2024.
Multi Complex-valued Spatio-temporal Fusion Networks for Robust MRF Reconstruction
ISMRM; Singapore; May 2024.
QSM Reconstruction of Arbitrary Dipole Orientations using an End-to-end Neural Network via Latent Feature Editing
ISMRM; Singapore; May 2024.
LoopNet: A New Baseline Network for QSM Dipole Inversion
ISMRM; Singapore; May 2024.
Comparing R2* and QSM at 9.4T for the ability to detect increased deoxyhemoglobin (hypoxia) in the mouse brain
ISMRM; Singapore; May 2024.
A Study on Diffusion Models for Domain Shifts in MRI Reconstruction
ISMRM ANZ Chapter; Brisbane; Nov 2023.
Quantitative Susceptibility Mapping by Controllable Diffusion Models
ISMRM ANZ Chapter; Brisbane; Nov 2023.
Complex-valued Spatio-temporal Fusion Network for Robust MRF Reconstruction
ISMRM ANZ Chapter; Brisbane; Nov 2023.
Deep Learning-based Brain R2* Mapping from Variable Acquisition Parameters
ISMRM ANZ Chapter; Brisbane; Nov 2023.
Brain MRI R2* Quantification using Deep Neural Networks
EMBC; Sydney; July 2023.
A complex-valued deep neural network for Magnetic Resonance Fingerprinting
EMBC; Sydney; July 2023.
MR image super-resolution via a variational diffusion model
ISMRM; Toronto; June 2023.
MRI reconstruction using DDPM with sparsely sampled k-space as guidance
ISMRM; Toronto; June 2023.
MRF-mixer: a self-supervised deep learning MRF framework
ISMRM; Toronto; June 2023.
Real-time style transfer for quantitative susceptibility mapping using unsupervised learning
ISMRM; Toronto; June 2023.
Systemic inflammation causes cerebral hypoperfusion, reductions in brain susceptibility and hippocampal hypoxia: a 9.4T MRI animal study
ISMRM; Toronto; June 2023.
Magnetic Susceptibility vs Relaxometry in the Characterization of an Animal Model of Multiple Sclerosis
ISMRM; Toronto; June 2023.
Motion-corrected Image Reconstruction Using an Unrolling Network on an MRI-Linac
AUS MR in RT workshop; Noosa; 2022.
Cerebral blood flow and magnetic susceptibility are reduced in the bacterial lipopolysaccharide (LPS) mouse model of inflammation
Alberta Imaging Symposium; Foothills Medical Centre, Calgary; 2022.
Unsupervised Multi-task learning for solving ill-posed dipole inversion in quantitative susceptibility mapping
QMR Lucca workshop; Lucca, Italy; October 2022.
Swin-QSM: Quantitative susceptibility mapping using Swin-Transformer
QMR Lucca workshop; Lucca, Italy; October 2022.
QSM extraction from MRF acquisitions through deep neural networks
QMR Lucca workshop; Lucca, Italy; October 2022.
Magnetic susceptibility and anxiety symptoms in children with and without prenatal alcohol exposure
OHBM; Glasgow; 2022.
QSM from the raw phase using an end-to-end neural network
ISMRM; London; May 2022.
A deep learning-based background field removal method for brains containing high susceptibility sources
ISMRM; London; May 2022.
A deep learning dipole inversion method for QSM of arbitrary head orientation and image resolution
ISMRM; London; May 2022.
Decrease in magnetic susceptibility correlates with reduction in cortical blood flow in a model of systemic inflammation: A 9.4T in-vivo study
ISMRM; London; May 2022.
DFReconNet: Distortion Free Image Reconstruction using Deep Neural Network for MRI-Linac
ISMRM; London; May 2022.
Motion-corrected Image Reconstruction with Unrolling Networks on an MRI-Linac
American Association of Physicists in Medicine (AAPM); Washington; 2022.
Deep learning QSM for acquisitions of arbitrary orientation
ISMRM ANZ Chapter; online; Nov 2021.
Universal QSM Reconstruction from Raw Phase using Deep Neural Networks
ISMRM ANZ Chapter; online; Nov 2021.
Accelerating QSM using Compressed Sensing and Deep Neural Network
ISMRM; Vancouver; 2021.
Brain Volume and Susceptibility Differences in Children with Prenatal Alcohol Exposure
International Society for Developmental Psychobiology; Rockville; 2020.
Simultaneous T1-weighted imaging, R2* mapping, and QSM from a multi-echo MPRAGE sequence using a radial fan-beam sampling scheme at 3 Tesla
ISMRM; Sydney; 2020.
xQSM: a deep learning QSM network using Octave Convolution
ISMRM; Sydney; 2020.
Robust deep grey matter QSM from small brain coverages using a deep learning-based method
ISMRM; Sydney; 2020.
Rapid Region-of-Interest MRI Reconstruction Using Context-Aware Non-Local U-Net
ISMRM; Sydney; 2020.
Application of Fourier-domain Analysis Based Unwrapping Technique in Quantitative Susceptibility Mapping (QSM) of Intracerebral Hemorrhage
ISMRM; Sydney; 2020.
Clustering Analysis of Multiple Sclerosis Lesions with T1-&T2-weighted, Diffusion, Quantitative Susceptibility Mapping, and Magnetization Transfer Ratio Imaging
OHBM; Montreal; 2020.
Quantification of Cerebral Oxygen Extraction Fraction (OEF) Using QSM with a Hyperoxic Challenge
OHBM; Montreal; 2020.
Differentiating hemorrhage, calcification, and edema of glioblastoma using quantitative susceptibility mapping (QSM)
AUS MR in RT workshop; Noosa; 2019.
Extracting more for less at Ultra High Field: Multi-echo MP2RAGE for simultaneous T1-weighted imaging, T1 mapping, R2* mapping, SWI, and QSM in a single acquisition
British Society of Neuroradiologists Annual Meeting; Cardiff; 2019.
OctQSM: A deep learning QSM method with Octave convolution
QSM workshop; Seoul; 2019.
Comparison of Conventional and Learning Based QSM on Spatial Coverage Effect
QSM workshop; Seoul; 2019.
Localization of GPi for MRgFUS pallidotomy: a comparison between high-resolution FGATIR, R2* and QSM at 3 T
ISMRM; Montreal; 2019.
Whole-brain OEF quantification: a comparison study between QSM and dual-gas calibrated BOLD
ISMRM; Montreal; 2019.
Five Year Changes in Iron and Myelin in Relapsing-Remitting Multiple Sclerosis Deep Gray Matter Compared to Healthy Controls
ISMRM; Montreal; 2019.
Amide proton transfer in amyotrophic lateral sclerosis
ISMRM; Montreal; 2019.
Glutamate imaging in schizophrenia prodrome
ISMRM; Montreal; 2019.
White Matter Tract-Defined Lesion Loads in Relapsing-Remitting Multiple Sclerosis
ISMRM; Montreal; 2019.
Whole head quantitative susceptibility mapping using a least-norm direct dipole inversion method
Alberta Imaging Symposium; Foothills Medical Centre, Calgary; 2018.
Quantifying brain iron deposition in patients with Transient Ischemic Attack and Healthy Control using quantitative susceptibility mapping
HBI Summer Student Symposium; Calgary; 2018.
QSM of the Entire Head Using a Least-norm Direct Dipole Inversion Method
ISMRM Neuro Workshop; Seoul; 2018.
Multi-echo MP2RAGE at 7T enables simultaneous T1w, quantitative T1, T2* and QSM from a single acquisition
ISMRM Neuro Workshop; Seoul; 2018.
Multi-channel phase combination for quantitative susceptibility mapping at 7T using Phase-Offsets Estimation from Multi-echoes (POEM) method
ISMRM; Paris; 2018.
Extracting more: Multi-echo MP2RAGE at 7T enables simultaneous T1w, quantitative T1, T2* and susceptibility mapping from a single acquisition
ISMRM; Paris; 2018.
Rapid Quantitative Susceptibility Mapping of Intracranial Hemorrhage using Echo Planar Imaging
ISMRM; Paris; 2018.
Effects of Motion in Quantitative Susceptibility Mapping of Brain
ISMRM; Paris; 2018.
COSMOS for Estimating Variation in Single Orientation Quantitative Susceptibility Mapping of the Brain: An Ultra High Field Study
ISMRM; Paris; 2018.
Discriminative Analysis of Regional Evolution of Iron and Myelin/Calcium in Deep Gray Matter of Multiple Sclerosis and Healthy Subjects
ISMRM; Paris; 2018.
Comparison of R2* and quantitative susceptibility mapping in the characterizing tumor hypoxia in a mouse model of glioblastoma
ISMRM; Paris; 2018.
QSM in stroke: Veins, Tissue and Cerebral Microbleeds
ISMRM; Paris; 2018.
Cerebrovascular Brain Aging Examined with Arterial Spin Labelling and Applied to Age Prediction
ISMRM; Paris; 2018.
Tikhonov regularization aided quantitative susceptibility mapping of whole brain without background field removal
ISMRM; Honolulu; 2017.
Quantitative Susceptibility Mapping of Intracranial Hemorrhage: Time Evolution and Comparison to CT
ISMRM; Honolulu; 2017.
Progressive Iron Accumulation in Multiple Sclerosis Phenotypes Revealed by Sparse Classification of Deep Gray Matter
ISMRM; Honolulu; 2017.
Quantitative comparison of background field elimination methods in a realistic numerical model
QSM workshop; Medical University of Graz, Austria; 2016.
Time evolution of QSM in Intracranial Hemorrhage
QSM workshop; Medical University of Graz, Austria; 2016.
Regularization-aided susceptibility inversion without background field removal
QSM workshop; Medical University of Graz, Austria; 2016.
Brain Iron in Alcohol Use Disorder
Alberta Imaging Symposium; Foothills Medical Centre, Calgary; 2016.
Quantitative Susceptibility Mapping of White Matter Identified by Diffusion Tensor Tractography
OHBM; Geneva; 2016.
An illustrated comparison of background field elimination methods for phase MRI and QSM
ISMRM; Singapore; 2016.
Phase Correction of a Bipolar Gradient-Echo Acquisition for Quantitative Susceptibility Mapping
ISMRM; Singapore; 2016.
Clinical Applications of Susceptibility Mapping in the Brain
6th Annual Graduate Research Symposium; University of Alberta, Edmonton; 2015.
Subcortical Grey Matter Susceptibility Mapping from Standard fMRI studies
ISMRM; Toronto; 2015.
Quantitative Susceptibility Mapping of Intracranial Hemorrhage: Artifacts Reduction
ISMRM; Toronto; 2015.
Limitations of Accelerated QSM by FOV Restriction to Deep Gray Matter
ISMRM; Toronto; 2015.
Quantitative Susceptibility Mapping of Lesions in Multiple Sclerosis
ISMRM; Toronto; 2015.
Voxel-based analysis of subcortical grey matter using transverse relaxation and quantitative susceptibility mapping: application to multiple sclerosis
ISMRM; Toronto; 2015.
pH-weighted imaging in diabetes mellitus suffering acute cerebral ischemic stroke
ISMRM; Toronto; 2015.
Quantitative susceptibility mapping using MRI
Canadian Graduate Engineering Consortium Recruiting Event; University of Alberta, Edmonton; 2014.
QSM of intracranial hemorrhage: artifact reduction using a superposition method
QSM workshop; Duke University, Durham; 2014.
Postmortem validation of quantitative susceptibility mapping for subcortical gray matter iron quantification in multiple sclerosis
Alberta endMS Retreat; Banff, Alberta; 2014.
Echo-Planar Susceptibility Mapping
ISMRM; Milan; 2014.
Quantitative Susceptibility Mapping of Intracranial Hemorrhage: Clinical Results and Numerical Simulation
ISMRM; Milan; 2014.
Quantitative susceptibility mapping (QSM): methods and applications to the brain
Alberta Imaging Symposium; University of Alberta, Edmonton; 2014.
Brain iron mapping in a few seconds using MRI
5th Annual Graduate Research Symposium; University of Alberta, Edmonton; 2014.
Susceptibility mapping development and application to brain iron in multiple sclerosis using postmortem studies
QSM workshop; Cornell University, Ithaca; 2013.
Susceptibility imaging of the brain at high field
Alberta Imaging Symposium; Foothills Medical Centre, Calgary; 2013.
Validation of QSM for brain iron mapping in multiple sclerosis using postmortem studies
QSM workshop; Cornell University, Ithaca; 2013.
Edge-Extended Harmonic Phase Processing Incorporating Priors
QSM workshop; Cornell University, Ithaca; 2013.
Validation of susceptibility mapping for quantification of iron in subcortical grey matter in multiple sclerosis
ISMRM; Salt Lake City; 2013.
Susceptibility Mapping Using Regularization Enabled Harmonic Artifact Removal
ISMRM; Salt Lake City; 2013.
Quantitative susceptibility mapping for multiple sclerosis using MRI
4th Annual Graduate Research Symposium; University of Alberta, Edmonton; 2013.
Development of Quantitative susceptibility mapping
Canadian Graduate Engineering Consortium Recruiting Event; University of Alberta, Edmonton; 2013.
Quantitative Susceptibility Mapping at 4.7T MRI
3rd Annual Graduate Research Symposium; University of Alberta, Edmonton; 2012.
Quantitative Susceptibility Mapping from Multi-echo Gradient-echo Sequence at 4.7 T
Alberta Imaging Symposium; Foothills Medical Centre, Calgary; 2012.