Research map: Deep Learning Improves Robustness of Voxelwise Kinetic Modeling for Hyperpolarized Carbon‐13 MRI

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  1. Metabolic Imaging of Patients with Prostate Cancer Using Hyperpolarized [1- 13 C]Pyruvate · Sarah J. Nelson · 2013 · 1303 citations · Cited by this paper
  2. RECENet : A Dual‐Stream Contrast‐Aware Attention Network With Bidirectional Pyramid Consistency for CEST Image Registration · 2026 · Related
  3. Quantifying normal human brain metabolism using hyperpolarized [1–13C]pyruvate and magnetic resonance imaging · James T. Grist · 2019 · 181 citations · Cited by this paper
  4. Image‐Derived Volumetry During Forced Expiration Using a 3D Fermat Looped, Orthogonally Encoded Trajectory · 2026 · Related
  5. Imaging considerations for in vivo 13C metabolic mapping using hyperpolarized 13C‐pyruvate · Yi‐Fen Yen · 2009 · 127 citations · Cited by this paper
  6. Combining Prospective and Retrospective Motion Correction, Using the Scout Accelerated Motion Estimation and Reduction ( SAMER ) Framework, for Rapid and Motion‐Robust 2D TSE Imaging · 2026 · Related
  7. Investigation of analysis methods for hyperpolarized 13C‐pyruvate metabolic MRI in prostate cancer patients · Peder E. Z. Larson · 2018 · 112 citations · Cited by this paper
  8. Combined ADC and T 2 Mapping in the Prostate Using a 3D Reduced FOV Sequence · 2026 · Related
  9. Lactate topography of the human brain using hyperpolarized 13C-MRI · Casey Y. Lee · 2019 · 98 citations · Cited by this paper
  10. 7T 3D ‐ EPI PCASL With High SNR Efficiency and Robustness to Through‐Plane B 0 Field Gradients · 2026 · Related
  11. Development of a symmetric echo planar imaging framework for clinical translation of rapid dynamic hyperpolarized 13C imaging · Jeremy W. Gordon · 2016 · 68 citations · Cited by this paper
  12. Comparative Systematic Analysis of Gray Matter Biophysical Models on a Public Dataset · 2026 · Related
  13. Current methods for hyperpolarized [ 1‐ 13 C ]pyruvate MRI human studies · Peder E. Z. Larson · 2024 · 61 citations · Cited by this paper
  14. Advancing the Volumetric Analysis of Ultra‐Low‐Field Brain MRI Using Image‐to‐Image Translation · 2026 · Related
  15. Physics-informed deep learning approach to quantification of human brain metabolites from magnetic resonance spectroscopy data · Amirmohammad Shamaei · 2023 · 37 citations · Cited by this paper
  16. Fast Submillimeter Whole‐Brain T 2 *‐Weighted Imaging Using 3D ‐ EPI With CAIPIRINHA and Deep‐Learning Denoising at 3T · 2026 · Related
  17. Denoising of hyperpolarized 13 C MR images of the human brain using patch‐based higher‐order singular value decomposition · Yaewon Kim · 2021 · 34 citations · Cited by this paper
  18. A Simple, Dynamic Geometric Phantom for MRI and CT Reconstruction Pipelines: Beyond Shepp–Logan · 2026 · Related
  19. Influence of parameter accuracy on pharmacokinetic analysis of hyperpolarized pyruvate · Changyu Sun · 2017 · 29 citations · Cited by this paper
  20. Multi‐Contrast Human Brain CEST MRI at 11.7 T: First In Vivo Demonstration · 2026 · Related
  21. Age‐associated change in pyruvate metabolism investigated with hyperpolarized 13 C‐MRI of the human brain · Biranavan Uthayakumar · 2023 · 28 citations · Cited by this paper
  22. Initial Experience on Hyperpolarized [1-13C]Pyruvate MRI Multicenter Reproducibility—Are Multicenter Trials Feasible? · Nikolaj Bøgh · 2022 · 20 citations · Cited by this paper
  23. Consensus recommendations for hyperpolarized [1‐ 13 C ]pyruvate MRI multi‐center human studies · Shonit Punwani · 2025 · 20 citations · Cited by this paper
  24. Physically informed deep neural networks for metabolite-corrected plasma input function estimation in dynamic PET imaging · Matteo Ferrante · 2024 · 15 citations · Cited by this paper
  25. Using a deep learning prior for accelerating hyperpolarized 13C MRSI on synthetic cancer datasets · Zuojun Wang · 2024 · 3 citations · Cited by this paper
  26. Spatially constrained hyperpolarized 13C MRI pharmacokinetic rate constant map estimation using a digital brain phantom and a U-Net · Sule I. Sahin · 2025 · 1 citation · Cited by this paper
  27. Optimal Variable Flip Angle Schemes for Hyperpolarized MR Kinetic Modeling Robust to RF Field Variations · Marie Frederikke Garnæs · 2025 · 1 citation · Cited by this paper

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