Publications & Patents
10+ first-author papers in MRI reconstruction, generative AI, and multimodal learning. For a complete list see Google Scholar.
Publications
01
Chapter 29: Emerging AI Technology in MRI: Reconstruction, Image Processing, Analysis, and Beyond
Clinical MR Physics: State-of-the-Art Practice, AAPM Monograph No. 42 ยท ISBN: 9781951134358
02
Multi-task Magnetic Resonance Imaging Reconstruction using Meta-learning
Magnetic Resonance Imaging, 116 (2025): 110278
03
Diffusion Modeling with Domain-conditioned Prior Guidance for Accelerated MRI and qMRI Reconstruction
IEEE Transactions on Medical Imaging, Aug 2024
04
A Review of Optimization-Based Deep Learning Models for MRI Reconstruction
Applied Mathematics, 4.3 (2024): 1098โ1127
05
A Review of Electromagnetic Elimination Methods for Low-field Portable MRI Scanner
IEEE ICMLCA 2024
06
Accelerating Quantitative MRI using Self-supervised Deep Learning with Model Reinforcement
Proceedings of the 32nd Annual Meeting of ISMRM, May 2024 ยท Oral Presentation
07
qDiMo: Domain-conditioned Diffusion Modeling for Accelerated qMRI Reconstruction
Proceedings of the 32nd Annual Meeting of ISMRM, May 2024 ยท Oral Presentation
08
Improving Quantitative MRI Using Self-supervised Deep Learning with Model Reinforcement: Demonstration for Rapid T1 Mapping
Magnetic Resonance in Medicine, Feb 2024
09
Optimization-Based Deep Learning Methods for Magnetic Resonance Imaging Reconstruction and Synthesis
Ph.D. Dissertation, Department of Mathematics, University of Florida, May 2022
10
A Learnable Variational Model for Joint Multi-modal MRI Reconstruction and Synthesis
MICCAI 2022 ยท Provisional Acceptance
11
An Optimization-Based Meta-Learning Model for MRI Reconstruction with Diverse Dataset
Journal of Imaging, 7(11): 231, 2021
12
Deep Parallel MRI Reconstruction Network Without Coil Sensitivities
3rd International Workshop on Machine Learning for Medical Image Reconstruction (MICCAI-MLMIR'20), 2020 ยท Oral Presentation ยท Student Participation Award
Patents
Machine Learning System for Generating Context-Aware Expressive Animations with Emotional Intelligence
Inventor
Vision-Language Artificial Intelligence System for Automated Medical Diagnostic Indication with Multimodal Knowledge Integration
Inventor
Methods and Systems for Ultra-Low-Field Magnetic Resonance Image Denoising Using Self-Supervised Learning
Lead Inventor
Methods and Systems for Optimizing Magnet Array Configurations
Lead Inventor
Methods for Noise Reduction on Measurement Domain
Lead Inventor
Methods and Systems for Correction of Asymmetric Noise Pattern in Low-Field MRI
Contributing Inventor