TY - INPR A1 - Pirkl, Carolin A1 - Gómez, Pedro A. A1 - Lipp, Ilona A1 - Buonincontri, Guido A1 - Molina-Romero, Miguel A1 - Sekuboyina, Anjany A1 - Waldmannstetter, Diana A1 - Dannenberg, Jonathan A1 - Endt, Sebastian A1 - Merola, Alberto A1 - Whittaker, Joseph R. A1 - Tomassini, Valentina A1 - Tosetti, Michela A1 - Jones, Derek K. A1 - Menze, Bjoern H. A1 - Menzel, Marion Irene T1 - Deep learning-based parameter mapping for joint relaxation and diffusion tensor MR Fingerprinting UR - https://doi.org/10.48550/arXiv.2005.02020 Y1 - 2020 UR - https://doi.org/10.48550/arXiv.2005.02020 PB - arXiv CY - Ithaca ER - TY - CHAP A1 - Pirkl, Carolin A1 - Cencini, Matteo A1 - Kurzawski, Jan W. A1 - Waldmannstetter, Diana A1 - Li, Hongwei A1 - Sekuboyina, Anjany A1 - Endt, Sebastian A1 - Peretti, Luca A1 - Donatelli, Graziella A1 - Pasquariello, Rosa A1 - Costagli, Mauro A1 - Buonincontri, Guido A1 - Tosetti, Michela A1 - Menzel, Marion Irene A1 - Menze, Bjoern H. T1 - Residual learning for 3D motion corrected quantitative MRI: Robust clinical T1, T2 and proton density mapping T2 - Proceedings of Machine Learning Research Y1 - 2021 UR - https://proceedings.mlr.press/v143/pirkl21a.html SP - 618 EP - 632 PB - PMLR CY - [s. l.] ER - TY - CHAP A1 - Golkov, Vladimir A1 - Dosovitskiy, Alexey A1 - Sämann, Philipp G. A1 - Sperl, Jonathan I. A1 - Sprenger, Tim A1 - Czisch, Michael A1 - Menzel, Marion Irene A1 - Gómez, Pedro A. A1 - Haase, Axel A1 - Brox, Thomas A1 - Cremers, Daniel ED - Navab, Nassir ED - Hornegger, Joachim ED - Wells, William M. ED - Frangi, Alejandro F. T1 - q-Space Deep Learning for Twelve-Fold Shorter and Model-Free Diffusion MRI Scans T2 - Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015, 18th International Conference, Munich, Germany, October 5–9, 2015, Proceedings, Part I UR - https://doi.org/10.1007/978-3-319-24553-9_5 Y1 - 2015 UR - https://doi.org/10.1007/978-3-319-24553-9_5 SN - 978-3-319-24553-9 SN - 978-3-319-24552-2 SP - 37 EP - 44 PB - Springer CY - Cham ER - TY - CHAP A1 - Gómez, Pedro A. A1 - Molina-Romero, Miguel A1 - Ulas, Cagdas A1 - Bounincontri, Guido A1 - Sperl, Jonathan I. A1 - Jones, Derek K. A1 - Menzel, Marion Irene A1 - Menze, Bjoern H. ED - Ourselin, Sebastien ED - Joskowicz, Leo ED - Sabuncu, Mert R. ED - Unal, Gozde ED - Wells, William M. T1 - Simultaneous Parameter Mapping, Modality Synthesis, and Anatomical Labeling of the Brain with MR Fingerprinting T2 - Medical Image Computing and Computer-Assisted Intervention – MICCAI 2016, 19th International Conference, Athens, Greece, October 17–21, 2016, Proceedings, Part III UR - https://doi.org/10.1007/978-3-319-46726-9_67 Y1 - 2016 UR - https://doi.org/10.1007/978-3-319-46726-9_67 SN - 978-3-319-46726-9 SN - 978-3-319-46725-2 SP - 579 EP - 586 PB - Springer CY - Cham ER - TY - JOUR A1 - Scholz, David Johannes A1 - Otto, Angela M. A1 - Hintermair, Josef A1 - Schilling, Franz A1 - Frank, Annette A1 - Köllisch, Ulrich A1 - Janich, Martin A. A1 - Schulte, Rolf F. A1 - Schwaiger, Markus A1 - Haase, Axel A1 - Menzel, Marion Irene T1 - Parameterization of hyperpolarized 13C-bicarbonate-dissolution dynamic nuclear polarization JF - Magnetic Resonance Materials in Physics, Biology and Medicine UR - https://doi.org/10.1007/s10334-015-0500-9 Y1 - 2015 UR - https://doi.org/10.1007/s10334-015-0500-9 SN - 1352-8661 VL - 28 IS - 6 SP - 591 EP - 598 PB - Springer CY - Heidelberg ER - TY - JOUR A1 - Zech, Christoph A1 - Schoenberg, S. O. A1 - Herrmann, K. A. A1 - Dietrich, O. A1 - Menzel, Marion Irene A1 - Lanz, Titus A1 - Wallnöfer, A. A1 - Helmberger, T. A1 - Reiser, M. F. T1 - Moderne Leberbildgebung mit der MRT T1 - Modern visualization of the liver with MRI BT - Aktuelle Trends und Zukunft BT - current trends and future perspectives JF - Der Radiologe UR - https://doi.org/10.1007/s00117-004-1132-7 Y1 - 2004 UR - https://doi.org/10.1007/s00117-004-1132-7 SN - 0033-832X VL - 44 IS - 12 SP - 1160 EP - 1169 PB - Springer Medizin Verlag CY - Berlin ER - TY - JOUR A1 - Durst, Markus A1 - Koellisch, Ulrich A1 - Daniele, Valeria A1 - Steiger, Katja A1 - Schwaiger, Markus A1 - Haase, Axel A1 - Menzel, Marion Irene A1 - Schulte, Rolf F. A1 - Aime, Silvio A1 - Reineri, Francesca T1 - Probing lactate secretion in tumours with hyperpolarised NMR JF - NMR in Biomedicine UR - https://doi.org/10.1002/nbm.3574 Y1 - 2016 UR - https://doi.org/10.1002/nbm.3574 SN - 1099-1492 SN - 0952-3480 VL - 29 IS - 8 SP - 1079 EP - 1087 PB - Wiley CY - New York ER - TY - JOUR A1 - Koellisch, Ulrich A1 - Gringeri, Concetta V. A1 - Rancan, Giaime A1 - Farell, Eliane V. A1 - Menzel, Marion Irene A1 - Haase, Axel A1 - Schwaiger, Markus A1 - Schulte, Rolf F. T1 - Metabolic Imaging of Hyperpolarized [1-13C]Acetate and [1-13C]Acetylcarnitine - Investigation of the Influence of Dobutamine Induced Stress JF - Magnetic Resonance in Medicine UR - https://doi.org/10.1002/mrm.25485 Y1 - 2014 UR - https://doi.org/10.1002/mrm.25485 SN - 1522-2594 SN - 0740-3194 VL - 74 IS - 4 SP - 1011 EP - 1018 PB - Wiley CY - Hoboken ER - TY - JOUR A1 - Düwel, Stephan A1 - Durst, Markus A1 - Gringeri, Concetta V. A1 - Kosanke, Yvonne A1 - Gross, Claudia A1 - Janich, Martin A. A1 - Haase, Axel A1 - Glaser, Steffen J. A1 - Schwaiger, Markus A1 - Schulte, Rolf F. A1 - Braren, Rickmer A1 - Menzel, Marion Irene T1 - Multiparametric human hepatocellular carcinoma characterization and therapy response evaluation by hyperpolarized 13C MRSI JF - NMR in Biomedicine UR - https://doi.org/10.1002/nbm.3561 Y1 - 2016 UR - https://doi.org/10.1002/nbm.3561 SN - 1099-1492 SN - 0952-3480 VL - 29 IS - 7 SP - 952 EP - 960 PB - Wiley CY - New York ER - TY - JOUR A1 - Durst, Markus A1 - Koellisch, Ulrich A1 - Frank, Annette A1 - Rancan, Giaime A1 - Gringeri, Concetta V. A1 - Karas, Vincent A1 - Wiesinger, Florian A1 - Menzel, Marion Irene A1 - Schwaiger, Markus A1 - Haase, Axel A1 - Schulte, Rolf F. T1 - Comparison of acquisition schemes for hyperpolarised 13C imaging JF - NMR in Biomedicine UR - https://doi.org/10.1002/nbm.3301 Y1 - 2015 UR - https://doi.org/10.1002/nbm.3301 SN - 1099-1492 SN - 0952-3480 VL - 28 IS - 6 SP - 715 EP - 725 PB - Wiley CY - New York ER - TY - JOUR A1 - Menzel, Marion Irene A1 - Han, Song-I A1 - Stapf, Siegfried A1 - Blümich, Bernhard T1 - NMR Characterization of the Pore Structure and Anisotropic Self-Diffusion in Salt Water Ice JF - Journal of Magnetic Resonance UR - https://doi.org/10.1006/jmre.1999.1999 Y1 - 2000 UR - https://doi.org/10.1006/jmre.1999.1999 SN - 1090-7807 VL - 143 IS - 2 SP - 376 EP - 381 PB - Academic Press/Elsevier CY - Orlando ER - TY - INPR A1 - Nan, Yang A1 - Del Ser, Javier A1 - Walsh, Simon A1 - Schönlieb, Carola A1 - Roberts, Michael A1 - Selby, Ian A1 - Howard, Kit A1 - Owen, John A1 - Neville, Jon A1 - Guiot, Julien A1 - Ernst, Benoit A1 - Pastor, Ana A1 - Alberich-Bayarri, Angel A1 - Menzel, Marion Irene A1 - Walsh, Sean A1 - Vos, Wim A1 - Flerin, Nina A1 - Charbonnier, Jean-Paul A1 - Rikxoort, Eva van A1 - Chatterjee, Avishek A1 - Woodruff, Henry A1 - Lambin, Philippe A1 - Cerdá-Alberich, Leonor A1 - Martí-Bonmatí, Luis A1 - Herrera, Francisco A1 - Yang, Guang T1 - Data Harmonisation for Information Fusion in Digital Healthcare: A State-of-the-Art Systematic Review, Meta-Analysis and Future Research Directions N2 - Removing the bias and variance of multicentre data has always been a challenge in large scale digital healthcare studies, which requires the ability to integrate clinical features extracted from data acquired by different scanners and protocols to improve stability and robustness. Previous studies have described various computational approaches to fuse single modality multicentre datasets. However, these surveys rarely focused on evaluation metrics and lacked a checklist for computational data harmonisation studies. In this systematic review, we summarise the computational data harmonisation approaches for multi-modality data in the digital healthcare field, including harmonisation strategies and evaluation metrics based on different theories. In addition, a comprehensive checklist that summarises common practices for data harmonisation studies is proposed to guide researchers to report their research findings more effectively. Last but not least, flowcharts presenting possible ways for methodology and metric selection are proposed and the limitations of different methods have been surveyed for future research. UR - https://doi.org/10.48550/arXiv.2201.06505 Y1 - 2022 UR - https://doi.org/10.48550/arXiv.2201.06505 UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-46433 PB - arXiv CY - Ithaca ER - TY - CHAP A1 - Hoppe, Frederik A1 - Verdun, Claudio Mayrink A1 - Krahmer, Felix A1 - Menzel, Marion Irene A1 - Rauhut, Holger T1 - With or Without Replacement? Improving Confidence in Fourier Imaging T2 - 2024 International Workshop on the Theory of Computational Sensing and its Applications to Radar, Multimodal Sensing and Imaging (CoSeRa) UR - https://doi.org/10.1109/CoSeRa60846.2024.10720357 Y1 - 2024 UR - https://doi.org/10.1109/CoSeRa60846.2024.10720357 SN - 979-8-3503-6550-4 SP - 66 EP - 70 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Niessen, Natascha A1 - Pirkl, Carolin A1 - Solana, Ana Beatriz A1 - Eichhorn, Hannah A1 - Spieker, Veronika A1 - Huang, Wenqi A1 - Sprenger, Tim A1 - Menzel, Marion Irene A1 - Schnabel, Julia A. ED - Felsner, Lina ED - Küstner, Thomas ED - Maier, Andreas ED - Qin, Chen ED - Ahmadi, Seyed-Ahmad ED - Kazi, Anees ED - Hu, Xiaoling T1 - INR Meets Multi-contrast MRI Reconstruction T2 - Reconstruction and Imaging Motion Estimation, and Graphs in Biomedical Image Analysis: First International Workshop, RIME 2025, and 7th International Workshop, GRAIL 2025, Daejeon, South Korea, September 27, 2025, Proceedings UR - https://doi.org/10.1007/978-3-032-06103-4_3 Y1 - 2025 UR - https://doi.org/10.1007/978-3-032-06103-4_3 SN - 978-3-032-06103-4 SP - 23 EP - 33 PB - Springer CY - Cham ER - TY - CHAP A1 - Mayo, Perla A1 - Cencini, Matteo A1 - Fatania, Ketan A1 - Pirkl, Carolin A1 - Menzel, Marion Irene A1 - Menze, Bjoern H. A1 - Tosetti, Michela A1 - Golbabaee, Mohammad T1 - Deep Image Priors for Magnetic Resonance Fingerprinting with Pretrained Bloch-Consistent Denoising Autoencoders T2 - IEEE International Symposium on Biomedical Imaging (ISBI 2024): Conference Proceedings UR - https://doi.org/10.1109/ISBI56570.2024.10635677 Y1 - 2024 UR - https://doi.org/10.1109/ISBI56570.2024.10635677 SN - 979-8-3503-1333-8 PB - IEEE CY - Piscataway ER -