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Works (10)

Machine Learning for Quantitative Magnetic Resonance Image Reconstruction

2024 | Book chapter
Contributors: Andreas Kofler; Felix Frederik Zimmermann; Kostas Papafitsoros
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PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction

IEEE Transactions on Computational Imaging
2024 | Journal article
Contributors: Felix F. Zimmermann; Christoph Kolbitsch; Patrick Schuenke; Andreas Kofler
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Robust Myocardial Perfusion MRI Quantification with DeepFermi

IEEE Transactions on Biomedical Engineering
2024 | Journal article
Contributors: Sherine Brahma; Andreas Kofler; Felix F Zimmermann; Tobias Schaeffter; Amedeo Chiribiri; Christoph Kolbitsch
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Joint $\text{B}_{0}$ and Image Reconstruction in Low-Field MRI by Physics-Informed Deep-Learning

IEEE Transactions on Biomedical Engineering
2024-10 | Journal article
Contributors: David Schote; Lukas Winter; Christoph Kolbitsch; Georg Rose; Oliver Speck; Andreas Kofler
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Joint reconstruction and segmentation in undersampled 3D knee MRI combining shape knowledge and deep learning

Physics in Medicine & Biology
2024-03-25 | Journal article
Contributors: Andreas Kofler; Christian Wald; Christoph Kolbitsch; Christoph Von Tycowicz; Felix Ambellan
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Quantitative MR Image Reconstruction Using Parameter-Specific Dictionary Learning With Adaptive Dictionary-Size and Sparsity-Level Choice

IEEE Transactions on Biomedical Engineering
2024-02 | Journal article
Contributors: Andreas Kofler; Kirsten Miriam Kerkering; Laura Göschel; Ariane Fillmer; Christoph Kolbitsch
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Learning Regularization Parameter-Maps for Variational Image Reconstruction Using Deep Neural Networks and Algorithm Unrolling

SIAM Journal on Imaging Sciences
2023-12-31 | Journal article
Contributors: Andreas Kofler; Fabian Altekrüger; Fatima Antarou Ba; Christoph Kolbitsch; Evangelos Papoutsellis; David Schote; Clemens Sirotenko; Felix Frederik Zimmermann; Kostas Papafitsoros
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3D model-based super-resolution motion-corrected cardiac T1 mapping

Physics in Medicine & Biology
2022-12-21 | Journal article
Contributors: Simone Hufnagel; Selma Metzner; Kirsten Miriam Kerkering; Christoph Stefan Aigner; Andreas Kofler; Jeanette Schulz-Menger; Tobias Schaeffter; Christoph Kolbitsch
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Neural networks-based regularization for large-scale medical image reconstruction

Physics in Medicine & Biology
2020-07-07 | Journal article
Contributors: A Kofler; M Haltmeier; T Schaeffter; M Kachelrieß; M Dewey; C Wald; C Kolbitsch
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Spatio-Temporal Deep Learning-Based Undersampling Artefact Reduction for 2D Radial Cine MRI With Limited Training Data

IEEE Transactions on Medical Imaging
2020-03 | Journal article
Contributors: Andreas Kofler; Marc Dewey; Tobias Schaeffter; Christian Wald; Christoph Kolbitsch
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Peer review (1 review for 1 publication/grant)

Review activity for Medical image analysis. (1)