FK
Florian Knoll
eess.IVcs.CVdeep learningImage Processing, Computer-AssistedMagnetic Resonance Imagingcs.LGphysics.med-phimage reconstructionDeep LearningAlgorithms
On Valency
published · living versionsW_5352xgra·v1 · currentpublished
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI
with Jure Zbontar, Anuroop Sriram, Tullie Murrell, Zhengnan Huang +22
1 version
Preprints & journals
76 papers in the corpus · 2010–2026Clinical evaluation of nnU-Net-based segmentation for enhanced MRCP maximum intensity projection visualization.42640344 · Kim, Jinho, Werner, Sebastian, Afat, Saif et al.2026 · 0 citationsMagma (New York, N.Y.). 2026
A Deep Nonlinear Subspace Modeling and Reconstruction for Diffusion-Weighted Imaging Using Denoising Auto-Encoder.42548198 · Glaser, Julius, Tan, Zhengguo, Hofmann, Annika et al.2026 · 0 citationsMagnetic resonance in medicine. 2026;96(5):2359-2369
Zero-Shot Self-Supervised Learning of Single Breath-Hold Magnetic Resonance Cholangiopancreatography (MRCP) Reconstruction.42286941 · Kim, Jinho, Nickel, Marcel Dominik, Knoll, Florian2026 · 0 citationsMagnetic resonance in medicine. 2026;96(4):1666-1681
Fat/Water Separation at 7 T Using a 3D Radial Sequence With Quasi-Continuous Echo Times.41749069 · Rohe, Matthias, Tkotz, Katharina, Nagel, Armin M et al.2026 · 1 citationMagnetic resonance in medicine. 2026;96(1):96-108
Understanding the Curse of Unrolling2602.19733v1 · Sheheryar Mehmood, Florian Knoll, Peter Ochs2026 · 0 citationsarXiv
Influence of co-registration on lesion characterization in diffusion-weighted breast MRI.41619162 · Brock, Luise, Liebert, Andrzej, Schreiter, Hannes et al.2026 · 0 citationsMagma (New York, N.Y.). 2026;39(4):645-662
High-Resolution Diffusion-Weighted Imaging With Self-Gated Self-Supervised Unrolled Reconstruction.41569109 · Tan, Zhengguo, Liebig, Patrick A, Hofmann, Annika et al.2026 · 4 citationsMagnetic resonance in medicine. 2026;95(5):2852-2862
Multi-dynamic deep image prior for cardiac MRI.40692503 · Vornehm, Marc, Chen, Chong, Sultan, Muhammad A et al.2025 · 7 citationsMagnetic resonance in medicine. 2025;94(6):2668-2679
Multi-dynamic deep image prior for cardiac MRI.39679265 · Vornehm, Marc, Chen, Chong, Sultan, Muhammad Ahmad et al.2025 · 1 citationArXiv. 2025
Reproducibility and quality assurance in MRI.40526171 · Stöcker, Tony, Keenan, Kathryn E, Knoll, Florian et al.2025 · 2 citationsMagma (New York, N.Y.). 2025;38(3):347-352
Controlling spatial correlation in k-space interpolation networks for MRI reconstruction: denoising versus apparent blurring2505.11155v2 · Istvan Homolya, Jannik Stebani, Felix Breuer et al.2025 · 0 citationsarXiv
Adrenal gland volume measurement in depressed patients.40347628 · Stepansky, Leonard, Ruppel, Richard, Sommerfeld, Lisa et al.2025 · 1 citationJournal of psychiatric research. 2025;187:74-79
Deep Learning-Based Accelerated MR Cholangiopancreatography Without Fully-Sampled Data.39907193 · Kim, Jinho, Nickel, Marcel Dominik, Knoll, Florian2025 · 6 citationsNMR in biomedicine. 2025;38(3):e70002
FastMRI Breast: A Publicly Available Radial k-Space Dataset of Breast Dynamic Contrast-enhanced MRI.39772976 · Solomon, Eddy, Johnson, Patricia M, Tan, Zhengguo et al.2026 · 11 citationsRadiology. Artificial intelligence. 2025;7(1):e240345
MRI at low field: A review of software solutions for improving SNR.39375036 · Ayde, Reina, Vornehm, Marc, Zhao, Yujiao et al.2024 · 47 citationsNMR in biomedicine. 2025;38(1):e5268
CineVN: Variational network reconstruction for rapid functional cardiac cine MRI.39188085 · Vornehm, Marc, Wetzl, Jens, Giese, Daniel et al.2024 · 12 citationsMagnetic resonance in medicine. 2025;93(1):138-150
Domain Influence in MRI Medical Image Segmentation: spatial versus k-space inputs2407.01367v3 · Erik Gosche, Reza Eghbali, Florian Knoll et al.2024 · 2 citationsarXiv
Digital reference object toolkit of breast DCE MRI for quantitative evaluation of image reconstruction and analysis methods.38775077 · Bae, Jonghyun, Tan, Zhengguo, Solomon, Eddy et al.2024 · 1 citationMagnetic resonance in medicine. 2024;92(4):1728-1742
Accelerated diffusion-weighted magnetic resonance imaging at 7 T: Joint reconstruction for shift-encoded navigator-based interleaved echo planar imaging (JETS-NAViEPI).40800457 · Tan, Zhengguo, Liebig, Patrick Alexander, Heidemann, Robin Martin et al.2025 · 3 citationsImaging neuroscience (Cambridge, Mass.). 2024;2
How AI May Transform Musculoskeletal Imaging.38165245 · Guermazi, Ali, Omoumi, Patrick, Tordjman, Mickael et al.2024 · 65 citationsRadiology. 2024;310(1):e230764
Erratum for: How AI May Transform Musculoskeletal Imaging.38289220 · Guermazi, Ali, Omoumi, Patrick, Tordjman, Mickael et al.2024 · 2 citationsRadiology. 2024;310(1):e249002
Stable Deep MRI Reconstruction Using Generative Priors.37656651 · Zach, Martin, Knoll, Florian, Pock, Thomas2023 · 25 citationsIEEE transactions on medical imaging. 2023;42(12):3817-3832
Deep Learning Denoising of Low-Dose Computed Tomography Chest Images: A Quantitative and Qualitative Image Analysis.36790870 · Azour, Lea, Hu, Yunan, Ko, Jane P et al.2023 · 5 citationsJournal of computer assisted tomography. 2023;47(2):212-219
Deep Learning Reconstruction Enables Prospectively Accelerated Clinical Knee MRI.36648347 · Johnson, Patricia M, Lin, Dana J, Zbontar, Jure et al.2023 · 124 citationsRadiology. 2023;307(2):e220425
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging.37304755 · Hammernik, Kerstin, Küstner, Thomas, Yaman, Burhaneddin et al.2024 · 122 citationsIEEE signal processing magazine. 2023;40(1):98-114
Exploring the Acceleration Limits of Deep Learning Variational Network-based Two-dimensional Brain MRI.36523647 · Radmanesh, Alireza, Muckley, Matthew J, Murrell, Tullie et al.2023 · 32 citationsRadiology. Artificial intelligence. 2022;4(6):e210313
fastMRI+, Clinical pathology annotations for knee and brain fully sampled magnetic resonance imaging data.35383186 · Zhao, Ruiyang, Yaman, Burhaneddin, Zhang, Yuxin et al.2022 · 74 citationsScientific data. 2022;9(1):152
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging2203.12215v3 · Kerstin Hammernik, Thomas Kustner, Burhaneddin Yaman et al.2022 · 4 citationsarXiv
Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction.34506279 · Narnhofer, Dominik, Effland, Alexander, Kobler, Erich et al.2022 · 51 citationsIEEE transactions on medical imaging. 2022;41(2):279-291
Estimation of the capillary level input function for dynamic contrast-enhanced MRI of the breast using a deep learning approach.35001423 · Bae, Jonghyun, Huang, Zhengnan, Knoll, Florian et al.2022 · 5 citationsMagnetic resonance in medicine. 2022;87(5):2536-2550
Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications.35795003 · Zibetti, Marcelo V W, Knoll, Florian, Regatte, Ravinder R2026 · 20 citationsIEEE transactions on computational imaging. 2022;8:449-461
Deep Learning Reconstruction Enables Highly Accelerated Biparametric MR Imaging of the Prostate.34877735 · Johnson, Patricia M, Tong, Angela, Donthireddy, Awani et al.2022 · 73 citationsJournal of magnetic resonance imaging : JMRI. 2022;56(1):184-195
fastMRI+: Clinical Pathology Annotations for Knee and Brain Fully Sampled Multi-Coil MRI Data2109.03812v2 · Ruiyang Zhao, Burhaneddin Yaman, Yuxin Zhang et al.2021 · 17 citationsarXiv
Results of the 2020 fastMRI Challenge for Machine Learning MR Image Reconstruction.33929957 · Muckley, Matthew J, Riemenschneider, Bruno, Radmanesh, Alireza et al.2021 · 313 citationsIEEE transactions on medical imaging. 2021;40(9):2306-2317
Rapid mono and biexponential 3D-T1ρ mapping of knee cartilage using variational networks.33154515 · Zibetti, Marcelo V W, Johnson, Patricia M, Sharafi, Azadeh et al.2021 · 18 citationsScientific reports. 2020;10(1):19144
Using Deep Learning to Accelerate Knee MRI at 3 T: Results of an Interchangeability Study.32755163 · Recht, Michael P, Zbontar, Jure, Sodickson, Daniel K et al.2021 · 177 citationsAJR. American journal of roentgenology. 2020;215(6):1421-1429
CG-SENSE revisited: Results from the first ISMRM reproducibility challenge2008.04308v1 · Oliver Maier, Steven H. Baete, Alexander Fyrdahl et al.2020 · 34 citationsMagnetic Resonance in Medicine 2021;85:1821-1839
Advancing machine learning for MR image reconstruction with an open competition: Overview of the 2019 fastMRI challenge.32506658 · Knoll, Florian, Murrell, Tullie, Sriram, Anuroop et al.2021 · 264 citationsMagnetic resonance in medicine. 2020;84(6):3054-3070
End-to-End Variational Networks for Accelerated MRI Reconstruction2004.06688v2 · Anuroop Sriram, Jure Zbontar, Tullie Murrell et al.2020 · 343 citationsarXiv
Artificial Intelligence for MR Image Reconstruction: An Overview for Clinicians.32048372 · Lin, Dana J, Johnson, Patricia M, Knoll, Florian et al.2021 · 292 citationsJournal of magnetic resonance imaging : JMRI. 2021;53(4):1015-1028
fastMRI: A Publicly Available Raw k-Space and DICOM Dataset of Knee Images for Accelerated MR Image Reconstruction Using Machine Learning.32076662 · Knoll, Florian, Zbontar, Jure, Sriram, Anuroop et al.2021 · 416 citationsRadiology. Artificial intelligence. 2020;2(1):e190007
Artificial Intelligence Explained for Nonexperts.31991447 · Razavian, Narges, Knoll, Florian, Geras, Krzysztof J2020 · 28 citationsSeminars in musculoskeletal radiology. 2020;24(1):3-11
Improving the Speed of MRI with Artificial Intelligence.31991448 · Johnson, Patricia M, Recht, Michael P, Knoll, Florian2020 · 77 citationsSeminars in musculoskeletal radiology. 2020;24(1):12-20
Deep-Learning Methods for Parallel Magnetic Resonance Imaging Reconstruction: A Survey of the Current Approaches, Trends, and Issues.33758487 · Knoll, Florian, Hammernik, Kerstin, Zhang, Chi et al.2023 · 406 citationsIEEE signal processing magazine. 2020;37(1):128-140
Image reconstruction for interrupted-beam x-ray CT on diagnostic clinical scanners.31258151 · Muckley, Matthew J, Chen, Baiyu, Vahle, Thomas et al.2020 · 10 citationsPhysics in medicine and biology. 2019;64(15):155007
Artificial Intelligence in Musculoskeletal Imaging: Current Status and Future Directions.31166761 · Gyftopoulos, Soterios, Lin, Dana, Knoll, Florian et al.2020 · 165 citationsAJR. American journal of roentgenology. 2019;213(3):506-513
Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction1904.01112v1 · Florian Knoll, Kerstin Hammernik, Chi Zhang et al.2019 · 35 citationsarXiv
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI1811.08839v2 · Jure Zbontar, Florian Knoll, Anuroop Sriram et al.2018 · 587 citationsarXivon Valency
Alprostadil treatment of critical limb ischemia in hemodialysis patients : A retrospective single-center analysis.30421286 · Popp, Wolfgang, Knoll, Florian, Sprenger-Mähr, Hannelore et al.2019 · 3 citationsWiener klinische Wochenschrift. 2019;131(9-10):209-215
Multicompartment Magnetic Resonance Fingerprinting.30880863 · Tang, Sunli, Fernandez-Granda, Carlos, Lannuzel, Sylvain et al.2023 · 40 citationsInverse problems. 2018;34(9)
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