| Zero-DeepSub: Zero-Shot Deep Subspace Reconstruction for Rapid Multiparametric Quantitative MRI Using 3D-QALAS | Jul 4, 2023 | Quantitative MRI | CodeCode Available | 1 |
| 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 |
| 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 |
| Compressive MRI quantification using convex spatiotemporal priors and deep auto-encoders | Jan 23, 2020 | compressed sensingPhysical Simulations | CodeCode Available | 1 |
| Low-Rank Augmented Implicit Neural Representation for Unsupervised High-Dimensional Quantitative MRI Reconstruction | Jun 10, 2025 | Image ReconstructionMRI Reconstruction | —Unverified | 0 |
| Guiding Quantitative MRI Reconstruction with Phase-wise Uncertainty | Feb 28, 2025 | MRI ReconstructionQuantitative MRI | —Unverified | 0 |
| Accelerating Quantitative MRI using Subspace Multiscale Energy Model (SS-MuSE) | Feb 14, 2025 | Quantitative MRI | —Unverified | 0 |
| Utilizing 3D Fast Spin Echo Anatomical Imaging to Reduce the Number of Contrast Preparations in T_1ρ Quantification of Knee Cartilage Using Learning-Based Methods | Feb 13, 2025 | Quantitative MRI | —Unverified | 0 |
| Foundations of a Knee Joint Digital Twin from qMRI Biomarkers for Osteoarthritis and Knee Replacement | Jan 26, 2025 | Decision MakingDimensionality Reduction | —Unverified | 0 |
| Unified 3D MRI Representations via Sequence-Invariant Contrastive Learning | Jan 21, 2025 | AnatomyARC | CodeCode Available | 0 |
| Acquisition-Independent Deep Learning for Quantitative MRI Parameter Estimation using Neural Controlled Differential Equations | Dec 30, 2024 | Deep Learningparameter estimation | —Unverified | 0 |
| A Physics-based Generative Model to Synthesize Training Datasets for MRI-based Fat Quantification | Dec 11, 2024 | Data AugmentationQuantitative MRI | —Unverified | 0 |
| Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic Data | Dec 4, 2024 | Lesion SegmentationQuantitative MRI | CodeCode Available | 0 |
| MRI Parameter Mapping via Gaussian Mixture VAE: Breaking the Assumption of Independent Pixels | Nov 16, 2024 | Diffusion MRIQuantitative MRI | CodeCode Available | 0 |
| Denoising Diffusion Probabilistic Models for Magnetic Resonance Fingerprinting | Oct 29, 2024 | compressed sensingComputational Efficiency | —Unverified | 0 |
| Coordinate-Based Neural Representation Enabling Zero-Shot Learning for 3D Multiparametric Quantitative MRI | Oct 2, 2024 | Quantitative MRIZero-Shot Learning | —Unverified | 0 |
| MBSS-T1: Model-Based Subject-Specific Self-Supervised Motion Correction for Robust Cardiac T1 Mapping | Aug 21, 2024 | Image RegistrationQuantitative MRI | CodeCode Available | 0 |
| SCREENER: A general framework for task-specific experiment design in quantitative MRI | Aug 6, 2024 | Binary ClassificationDeep Reinforcement Learning | —Unverified | 0 |
| Fast Whole-Brain MR Multi-Parametric Mapping with Scan-Specific Self-Supervised Networks | Aug 6, 2024 | Quantitative MRITransfer Learning | —Unverified | 0 |
| StoDIP: Efficient 3D MRF image reconstruction with deep image priors and stochastic iterations | Aug 5, 2024 | Image ReconstructionMagnetic Resonance Fingerprinting | —Unverified | 0 |
| qMRI Diffuser: Quantitative T1 Mapping of the Brain using a Denoising Diffusion Probabilistic Model | Jul 23, 2024 | Denoisingparameter estimation | —Unverified | 0 |
| 3D MR Fingerprinting for Dynamic Contrast-Enhanced Imaging of Whole Mouse Brain | May 1, 2024 | Quantitative MRI | —Unverified | 0 |
| Physics-Informed Deep Learning for Motion-Corrected Reconstruction of Quantitative Brain MRI | Mar 13, 2024 | Quantitative MRI | CodeCode Available | 0 |
| Relaxometry Guided Quantitative Cardiac Magnetic Resonance Image Reconstruction | Mar 1, 2024 | Image ReconstructionMRI Reconstruction | CodeCode Available | 0 |
| NLCG-Net: A Model-Based Zero-Shot Learning Framework for Undersampled Quantitative MRI Reconstruction | Jan 22, 2024 | MRI ReconstructionQuantitative MRI | CodeCode Available | 0 |