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Open Access
Peer-reviewed
Research Article
Fast machine learning image reconstruction of radially undersampled k-space data for low-latency real-time MRI
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Johanna Topalis,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, relAI – Konrad Zuse School of Excellence in Reliable AI, Garching, Germany, Munich Center for Machine Learning (MCML), Munich, Germany
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Jakob Dexl,
Roles Methodology, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, Munich Center for Machine Learning (MCML), Munich, Germany
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Katharina Jeblick,
Roles Methodology, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, Munich Center for Machine Learning (MCML), Munich, Germany
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Rabea Klaar,
Roles Data curation, Methodology, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, Comprehensive Pneumology Center (CPC-M), Member of the German Center for Lung Research (DZL), Munich, Germany
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Christopher Kurz,
Roles Data curation, Writing – review & editing
Affiliation Department of Radiation Oncology, LMU University Hospital, LMU Munich, Munich, Germany
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Timo Löhr,
Roles Methodology, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, Munich Center for Machine Learning (MCML), Munich, Germany, Department of Informatics, LMU Munich, Munich, Germany
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Andreas Mittermeier,
Roles Methodology, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, Munich Center for Machine Learning (MCML), Munich, Germany
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Balthasar Schachtner,
Roles Methodology, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, Munich Center for Machine Learning (MCML), Munich, Germany
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Anna Theresa Stüber,
Roles Methodology, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, Munich Center for Machine Learning (MCML), Munich, Germany, Department of Statistics, LMU Munich, Munich, Germany
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Tobias Weber,
Roles Methodology, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, Munich Center for Machine Learning (MCML), Munich, Germany, Department of Statistics, LMU Munich, Munich, Germany
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Philipp Wesp,
Roles Methodology, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, Munich Center for Machine Learning (MCML), Munich, Germany
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Jens Ricke,
Roles Resources, Writing – review & editing
Affiliation Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany
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Max Seidensticker,
Roles Resources, Writing – review & editing
Affiliation Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany
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Guillaume Landry,
Roles Resources, Writing – review & editing
Affiliations Department of Radiation Oncology, LMU University Hospital, LMU Munich, Munich, Germany, Bavarian Cancer Research Center (BZKF), Munich, Germany, German Cancer Consortium (DKTK), Partner Site Munich, A Partnership Between DKFZ and LMU University Hospital Munich, Munich, Germany
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Michael Ingrisch,
Roles Conceptualization, Funding acquisition, Methodology, Resources, Supervision, Writing – review & editing
Affiliations Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany, relAI – Konrad Zuse School of Excellence in Reliable AI, Garching, Germany, Munich Center for Machine Learning (MCML), Munich, Germany
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Olaf Dietrich
Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Software, Supervision, Writing – review & editing
* E-mail: olaf.dietrich@med.uni-muenchen.de
Affiliation Department of Radiology, LMU University Hospital, LMU Munich, Munich, Germany
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Fast machine learning image reconstruction of radially undersampled k-space data for low-latency real-time MRI
- Johanna Topalis,
- Jakob Dexl,
- Katharina Jeblick,
- Rabea Klaar,
- Christopher Kurz,
- Timo Löhr,
- Andreas Mittermeier,
- Balthasar Schachtner,
- Anna Theresa Stüber,
- Tobias Weber
- Published: November 17, 2025
- https://doi.org/10.1371/journal.pone.0334604