| A Plug-and-Play Approach to Multiparametric Quantitative MRI: Image Reconstruction using Pre-Trained Deep Denoisers | Feb 10, 2022 | De-aliasingDeep Learning | CodeCode Available | 1 | 5 |
| A unified model for reconstruction and R2* mapping of accelerated 7T data using the quantitative recurrent inference machine | Oct 12, 2022 | compressed sensingImage Reconstruction | CodeCode Available | 1 | 5 |
| Compressive MRI quantification using convex spatiotemporal priors and deep auto-encoders | Jan 23, 2020 | compressed sensingPhysical Simulations | CodeCode Available | 1 | 5 |
| Zero-DeepSub: Zero-Shot Deep Subspace Reconstruction for Rapid Multiparametric Quantitative MRI Using 3D-QALAS | Jul 4, 2023 | Quantitative MRI | CodeCode Available | 1 | 5 |
| Progressive Subsampling for Oversampled Data -- Application to Quantitative MRI | Mar 17, 2022 | Deep LearningNeural Architecture Search | CodeCode Available | 0 | 5 |
| Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic Data | Dec 4, 2024 | Lesion SegmentationQuantitative MRI | CodeCode Available | 0 | 5 |
| Cramér-Rao bound-informed training of neural networks for quantitative MRI | Sep 22, 2021 | Magnetic Resonance FingerprintingQuantitative MRI | CodeCode Available | 0 | 5 |
| PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction | Jun 19, 2023 | MRI ReconstructionQuantitative MRI | CodeCode Available | 0 | 5 |
| Relaxometry Guided Quantitative Cardiac Magnetic Resonance Image Reconstruction | Mar 1, 2024 | Image ReconstructionMRI Reconstruction | CodeCode Available | 0 | 5 |
| Improving accuracy and uncertainty quantification of deep learning based quantitative MRI using Monte Carlo dropout | Dec 2, 2021 | Quantitative MRIUncertainty Quantification | CodeCode Available | 0 | 5 |
| MRI Parameter Mapping via Gaussian Mixture VAE: Breaking the Assumption of Independent Pixels | Nov 16, 2024 | Diffusion MRIQuantitative MRI | CodeCode Available | 0 | 5 |
| CoverBLIP: accelerated and scalable iterative matched-filtering for Magnetic Resonance Fingerprint reconstruction | Oct 3, 2018 | Dimensionality ReductionQuantitative MRI | CodeCode Available | 0 | 5 |
| Choice of training label matters: how to best use deep learning for quantitative MRI parameter estimation | May 11, 2022 | parameter estimationQuantitative MRI | CodeCode Available | 0 | 5 |
| Physics-Informed Deep Learning for Motion-Corrected Reconstruction of Quantitative Brain MRI | Mar 13, 2024 | Quantitative MRI | CodeCode Available | 0 | 5 |
| MBSS-T1: Model-Based Subject-Specific Self-Supervised Motion Correction for Robust Cardiac T1 Mapping | Aug 21, 2024 | Image RegistrationQuantitative MRI | CodeCode Available | 0 | 5 |
| NLCG-Net: A Model-Based Zero-Shot Learning Framework for Undersampled Quantitative MRI Reconstruction | Jan 22, 2024 | MRI ReconstructionQuantitative MRI | CodeCode Available | 0 | 5 |
| Unified 3D MRI Representations via Sequence-Invariant Contrastive Learning | Jan 21, 2025 | AnatomyARC | CodeCode Available | 0 | 5 |
| CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping | Oct 12, 2022 | Quantitative MRISelf-Supervised Learning | —Unverified | 0 | 0 |
| Coordinate-Based Neural Representation Enabling Zero-Shot Learning for 3D Multiparametric Quantitative MRI | Oct 2, 2024 | Quantitative MRIZero-Shot Learning | —Unverified | 0 | 0 |
| A Physics-based Generative Model to Synthesize Training Datasets for MRI-based Fat Quantification | Dec 11, 2024 | Data AugmentationQuantitative MRI | —Unverified | 0 | 0 |
| Contrast-Agnostic Groupwise Registration by Robust PCA for Quantitative Cardiac MRI | Nov 3, 2023 | DiagnosticQuantitative MRI | —Unverified | 0 | 0 |
| GAMER-MRIL identifies Disability-Related Brain Changes in Multiple Sclerosis | Aug 15, 2023 | Quantitative MRI | —Unverified | 0 | 0 |
| Foundations of a Knee Joint Digital Twin from qMRI Biomarkers for Osteoarthritis and Knee Replacement | Jan 26, 2025 | Decision MakingDimensionality Reduction | —Unverified | 0 | 0 |
| An Uncertainty Aided Framework for Learning based Liver T_1ρ Mapping and Analysis | Jul 6, 2023 | Quantitative MRI | —Unverified | 0 | 0 |
| Accelerating Quantitative MRI using Subspace Multiscale Energy Model (SS-MuSE) | Feb 14, 2025 | Quantitative MRI | —Unverified | 0 | 0 |
