Motion compensation for reference-constrained image reconstruction from limited data. - Fan Lam; Justin P. Haldar; Zhi-Pei Liang (ISBI, 2011)

Reference-driven MR image reconstruction with sparsity and support constraints. - Xi Peng 004; Huiqian Du; Fan Lam; S. Derin Babacan; Zhi-Pei Liang (ISBI, 2011)

Impatient MRI: Illinois Massively Parallel Acceleration Toolkit for image reconstruction with enhanced throughput in MRI. - Xiaolong Wu; Jiading Gai; Fan Lam; Maojing Fu 001; Justin P. Haldar; Yue Zhuo 003; Zhi-Pei Liang; Wen-mei W. Hwu; Bradley P. Sutton (ISBI, 2011)

Advanced MRI reconstruction toolbox with accelerating on GPU. - Xiaolong Wu; Yue Zhuo 003; Jiading Gai; Fan Lam; Maojing Fu 001; Justin P. Haldar; Wen-mei W. Hwu; Zhi-Pei Liang; Bradley P. Sutton (Parallel Processing for Imaging Applications, 2011)

Interventional MRI with sparse sampling using union-of-subspaces. - S. Derin Babacan; Fan Lam; Xi Peng 004; Minh N. Do; Zhi-Pei Liang (ISBI, 2012)

Denoising diffusion-weighted MR magnitude image sequences using low rank and edge constraints. - Fan Lam; S. Derin Babacan; Justin P. Haldar; Norbert Schuff; Zhi-Pei Liang (ISBI, 2012)

Magnetic resonance image reconstruction using similarities learnt from multi-modal images. - Xiaobo Qu 001; Yingkun Hou; Fan Lam; Di Guo 003; Zhong Chen 005 (ChinaSIP, 2013)

Performance analysis of denoising with low-rank and sparsity constraints. - Fan Lam; Chao Ma 018; Zhi-Pei Liang (ISBI, 2013)

Model-based MR parameter mapping with sparsity constraint. - Bo Zhao 002; Fan Lam; Wenmiao Lu; Zhi-Pei Liang (ISBI, 2013)

More IMPATIENT: A gridding-accelerated Toeplitz-based strategy for non-Cartesian high-resolution 3D MRI on GPUs. - Jiading Gai; Nady Obeid; Joseph L. Holtrop; Xiaolong Wu; Fan Lam; Maojing Fu 001; Justin P. Haldar; Wen-mei W. Hwu; Zhi-Pei Liang; Bradley P. Sutton (J. Parallel Distributed Comput., 2013)

Field-inhomogeneity-corrected low-rank filtering of magnetic resonance spectroscopic imaging data. - Yan Liu 054; Chao Ma 018; Bryan A. Clifford; Fan Lam; Curtis L. Johnson; Zhi-Pei Liang (EMBC, 2014)

Improved image reconstruction for subspace-based spectroscopic imaging using non-quadratic regularization. - Zheng-Hua Wu; Fan Lam; Chao Ma 018; Zhi-Pei Liang (EMBC, 2014)

Magnetic resonance image reconstruction from undersampled measurements using a patch-based nonlocal operator. - Xiaobo Qu 001; Yingkun Hou; Fan Lam; Di Guo 003; Jianhui Zhong; Zhong Chen 005 (Medical Image Anal., 2014)

Model-Based MR Parameter Mapping With Sparsity Constraints: Parameter Estimation and Performance Bounds. - Bo Zhao 002; Fan Lam; Zhi-Pei Liang (IEEE Trans. Medical Imaging, 2014)

High temporal resolution functional MRI with partial separability model. - Giang-Chau Ngo; Joseph L. Holtrop; Maojing Fu 001; Fan Lam; Bradley P. Sutton (EMBC, 2015)

Joint estimation of spherical harmonic coefficients from magnitude diffusion-weighted images with sparsity constraints. - Fan Lam; Bo Zhao 002; Zhi-Pei Liang (ISBI, 2015)

Maximum likelihood reconstruction for magnetic resonance fingerprinting. - Bo Zhao 002; Fan Lam; Berkin Bilgic; Huihui Ye; Kawin Setsompop (ISBI, 2015)

A subspace approach to high-resolution magnetic resonance spectroscopic imaging - Fan Lam (2015)

Image Reconstruction Using Analysis Model Prior. - Yu Han; Huiqian Du; Fan Lam; Wenbo Mei; Liping Fang (Comput. Math. Methods Medicine, 2016)

Improved Low-Rank Filtering of Magnetic Resonance Spectroscopic Imaging Data Corrupted by Noise and B0 Field Inhomogeneity. - Yan Liu 054; Chao Ma 018; Bryan A. Clifford; Fan Lam; Curtis L. Johnson; Zhi-Pei Liang (IEEE Trans. Biomed. Eng., 2016)

Accelerated High-Dimensional MR Imaging With Sparse Sampling Using Low-Rank Tensors. - Jingfei He; Qiegen Liu; Anthony G. Christodoulou; Chao Ma 018; Fan Lam; Zhi-Pei Liang (IEEE Trans. Medical Imaging, 2016)

A Subspace Approach to Spectral Quantification for MR Spectroscopic Imaging. - Yudu Li; Fan Lam; Bryan A. Clifford; Zhi-Pei Liang (IEEE Trans. Biomed. Eng., 2017)

Spectral Quantification for High-Resolution MR Spectroscopic Imaging With Spatiospectral Constraints. - Qiang Ning; Chao Ma 018; Fan Lam; Zhi-Pei Liang (IEEE Trans. Biomed. Eng., 2017)

High-Resolution 3D Spin-Echo MRSI Using Interleaved Water Navigators, Sparse Sampling and Subspace-Based Processing. - Ruo-Jing Ho; Fan Lam (EMBC, 2020)

Separation of Metabolite and Macromolecule Signals for 1 H-Mrsi Using Learned Nonlinear Models. - Yahang Li; Zepeng Wang 001; Fan Lam (ISBI, 2020)

High-Resolution Dynamic 31P-MR Spectroscopic Imaging for Mapping Mitochondrial Function. - Bryan A. Clifford; Yuning Gu; Yuchi Liu; Kihwan Kim; Sherry Huang; Yudu Li; Fan Lam; Zhi-Pei Liang; Xin Yu (IEEE Trans. Biomed. Eng., 2020)

Constrained Magnetic Resonance Spectroscopic Imaging by Learning Nonlinear Low-Dimensional Models. - Fan Lam; Yahang Li; Xi Peng 004 (IEEE Trans. Medical Imaging, 2020)

Separation of Metabolites and Macromolecules for Short-TE 1H-MRSI Using Learned Component-Specific Representations. - Yahang Li; Zepeng Wang 001; Ruoyu Sun 001; Fan Lam (IEEE Trans. Medical Imaging, 2021)

SNR Enhancement for Multi-TE MRSI Using Joint Low-Dimensional Model and Spatial Constraints. - Yahang Li; Zepeng Wang 001; Fan Lam (IEEE Trans. Biomed. Eng., 2022)

High-Dimensional MR Spatiospectral Imaging by Integrating Physics-Based Modeling and Data-Driven Machine Learning: Current progress and future directions. - Fan Lam; Xi Peng 004; Zhi-Pei Liang (IEEE Signal Process. Mag., 2023)

Learning Disentangled Representation for Multidimensional MR Image Reconstruction. - Ruiyang Zhao; Zepeng Wang 001; Fan Lam (EMBC, 2024)

Denoising of 3D Magnetic resonance images based on balanced low-rank tensor and nonlocal self-similarity. - Xiaotong Liu; Jingfei He; Peng Gao; Boudi Abdelmounim; Fan Lam (Biomed. Signal Process. Control., 2024)

Multi-Parametric Molecular Imaging of the Brain Using Optimized Multi-TE Subspace MRSI. - Zepeng Wang 001; Yahang Li; Chang Cao; Aaron T. Anderson; Graham Huesmann; Fan Lam (IEEE Trans. Biomed. Eng., 2024)

High-Dimensional MR Reconstruction Integrating Subspace and Adaptive Generative Models. - Ruiyang Zhao; Xi Peng 004; Varun A. Kelkar; Mark A. Anastasio; Fan Lam (IEEE Trans. Biomed. Eng., 2024)

Score-based Self-supervised MRI Denoising. - Jiachen Tu; Yaokun Shi; Fan Lam (ICLR, 2025)

MR Spatiospectral Reconstruction Integrating Subspace Modeling and Self-Supervised Spatiotemporal Denoising. - Ruiyang Zhao; Zepeng Wang 001; Aaron T. Anderson; Graham Huesmann; Fan Lam (IEEE Trans. Medical Imaging, 2025)