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MoDL: Model-Based Deep Learning Architecture for Inverse Problems

IEEE transactions on medical imaging, 2019-02, Vol.38 (2), p.394-405

2019

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Dynamic MRI Using SmooThness Regularization on Manifolds (SToRM)

IEEE transactions on medical imaging, 2016-04, Vol.35 (4), p.1106-1115

2016

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Dynamic MRI using model‐based deep learning and SToRM priors: MoDL‐SToRM

Magnetic resonance in medicine, 2019-07, Vol.82 (1), p.485-494

2019

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Multi-Shot Sensitivity-Encoded Diffusion Data Recovery Using Structured Low-Rank Matrix Completion (MUSSELS)

Magnetic resonance in medicine, 2016-08, Vol.78 (2), p.494-507

2016

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Clustering of Data With Missing Entries Using Non-Convex Fusion Penalties

IEEE transactions on signal processing, 2019-11, Vol.67 (22), p.5865-5880

2019

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qModeL: A plug‐and‐play model‐based reconstruction for highly accelerated multi‐shot diffusion MRI using learned priors

Magnetic resonance in medicine, 2021-08, Vol.86 (2), p.835-851

2021

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Hyperspectral Image Recovery Using Nonconvex Sparsity and Low-Rank Regularizations

IEEE transactions on geoscience and remote sensing, 2020-01, Vol.58 (1), p.532-545

2020

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ENSURE: A General Approach for Unsupervised Training of Deep Image Reconstruction Algorithms

IEEE transactions on medical imaging, 2023-04, Vol.42 (4), p.1133-1144

2023

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Calibration-Free B0 Correction of EPI Data Using Structured Low Rank Matrix Recovery

IEEE transactions on medical imaging, 2019-04, Vol.38 (4), p.979-990

2019

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Sampling of Planar Curves: Theory and Fast Algorithms

IEEE transactions on signal processing, 2019-12, Vol.67 (24), p.6455-6467

2019

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Improved MUSSELS reconstruction for high‐resolution multi‐shot diffusion weighted imaging

Magnetic resonance in medicine, 2020-06, Vol.83 (6), p.2253-2263

2020

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Multi‐band‐ and in‐plane‐accelerated diffusion MRI enabled by model‐based deep learning in q‐space and its extension to learning in the spherical harmonic domain

Magnetic resonance in medicine, 2022-04, Vol.87 (4), p.1799-1815

2022

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A general algorithm for compensation of trajectory errors: Application to radial imaging

Magnetic resonance in medicine, 2018-10, Vol.80 (4), p.1605-1613

2018

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Adapting model-based deep learning to multiple acquisition conditions: Ada-MoDL

Magnetic resonance in medicine, 2023-11, Vol.90 (5), p.2033-2051

2023

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Recovery of Damped Exponentials Using Structured Low Rank Matrix Completion

IEEE transactions on medical imaging, 2017-10, Vol.36 (10), p.2087-2098

2017

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SMS MUSSELS: A navigator‐free reconstruction for simultaneous multi‐slice‐accelerated multi‐shot diffusion weighted imaging

Magnetic resonance in medicine, 2020-01, Vol.83 (1), p.154-169

2020

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Compressed sensing MRI using an interpolation‐free nonlinear diffusion model

Magnetic resonance in medicine, 2021-03, Vol.85 (3), p.1681-1696

2021

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A Fast Algorithm for Convolutional Structured Low-Rank Matrix Recovery

IEEE transactions on computational imaging, 2017-12, Vol.3 (4), p.535-550

2017

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Radiomics side experiments and DAFIT approach in identifying pulmonary hypertension using Cardiac MRI derived radiomics based machine learning models

Scientific reports, 2021-06, Vol.11 (1), p.12686-12686, Article 12686

2021

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A rapid 3D fat–water decomposition method using globally optimal surface estimation (R‐GOOSE)

Magnetic resonance in medicine, 2018-04, Vol.79 (4), p.2401-2407

2018

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Directionality guided non linear diffusion compressed sensing MR image reconstruction

Magnetic resonance in medicine, 2019-12, Vol.82 (6), p.2326-2342

2019

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Accelerated whole-brain multi-parameter mapping using blind compressed sensing

Magnetic resonance in medicine, 2016-03, Vol.75 (3), p.1175-1186

2016

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Joint Cardiac T1 Mapping and Cardiac Cine Using Manifold Modeling

Bioengineering (Basel), 2023-03, Vol.10 (3), p.345

2023

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Free‐breathing cine imaging with motion‐corrected reconstruction at 3T using SPiral Acquisition with Respiratory correction and Cardiac Self‐gating (SPARCS)

Magnetic resonance in medicine, 2019-08, Vol.82 (2), p.706-720

2019

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Accelerated Image Reconstruction in Cardiac Cine MRI: A 3D Cnn-based Modl Approach

Journal of cardiovascular magnetic resonance, 2024, Vol.26, p.100199, Article 100199

2024

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MoDL: Model-Based Deep Learning Architecture for Inverse Problems

Dynamic MRI Using SmooThness Regularization on Manifolds (SToRM)

Dynamic MRI using model‐based deep learning and SToRM priors: MoDL‐SToRM

Multi-Shot Sensitivity-Encoded Diffusion Data Recovery Using Structured Low-Rank Matrix Completion (MUSSELS)

Clustering of Data With Missing Entries Using Non-Convex Fusion Penalties

qModeL: A plug‐and‐play model‐based reconstruction for highly accelerated multi‐shot diffusion MRI using learned priors

Hyperspectral Image Recovery Using Nonconvex Sparsity and Low-Rank Regularizations

ENSURE: A General Approach for Unsupervised Training of Deep Image Reconstruction Algorithms

Calibration-Free B0 Correction of EPI Data Using Structured Low Rank Matrix Recovery

Sampling of Planar Curves: Theory and Fast Algorithms

Improved MUSSELS reconstruction for high‐resolution multi‐shot diffusion weighted imaging

Multi‐band‐ and in‐plane‐accelerated diffusion MRI enabled by model‐based deep learning in q‐space and its extension to learning in the spherical harmonic domain

A general algorithm for compensation of trajectory errors: Application to radial imaging

Adapting model-based deep learning to multiple acquisition conditions: Ada-MoDL

Recovery of Damped Exponentials Using Structured Low Rank Matrix Completion

SMS MUSSELS: A navigator‐free reconstruction for simultaneous multi‐slice‐accelerated multi‐shot diffusion weighted imaging

Compressed sensing MRI using an interpolation‐free nonlinear diffusion model

A Fast Algorithm for Convolutional Structured Low-Rank Matrix Recovery

Radiomics side experiments and DAFIT approach in identifying pulmonary hypertension using Cardiac MRI derived radiomics based machine learning models

A rapid 3D fat–water decomposition method using globally optimal surface estimation (R‐GOOSE)

Directionality guided non linear diffusion compressed sensing MR image reconstruction

Accelerated whole-brain multi-parameter mapping using blind compressed sensing

Joint Cardiac T1 Mapping and Cardiac Cine Using Manifold Modeling

Free‐breathing cine imaging with motion‐corrected reconstruction at 3T using SPiral Acquisition with Respiratory correction and Cardiac Self‐gating (SPARCS)

Accelerated Image Reconstruction in Cardiac Cine MRI: A 3D Cnn-based Modl Approach

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