Publications
2024 Amsel D. , Vornehm M. , Wetzl J. , Schmidt M. , Tillmanns C. , Gebker R. , Giese D. , Knoll F. , Kuestner T. :Deep learning-based image reconstruction for higher resolution cardiac T1 mapping 2024 ISMRM & ISMRT Annual Meeting & Exhibition (Singapore 4. May 2024 - 9. May 2024 )In: Proceedings of the International Society for Magnetic Resonance in Medicine 2024 Ayde R. , Vornehm M. , Zhao Y. , Knoll F. , Wu EX. , Sarracanie M. :MRI at low field: A review of software solutions for improving SNR NMR in Biomedicine 2024 )ISSN: 0952-3480 10.1002/nbm.5268 Bae J. , Tan Z. , Solomon E. , Huang Z. , Heacock L. , Moy L. , Knoll F. , Kim SG. :Digital reference object toolkit of breast DCE MRI for quantitative evaluation of image reconstruction and analysis methods Magnetic Resonance in Medicine 2024 )ISSN: 0740-3194 10.1002/mrm.30152 Brock L. , Ben-Atya H. , Saar G. , Folle L. , Maier A. , Vandoorne K. , Freiman M. :T2 Distribution Analysis of Inflamed Bone Marrow Compartments in MR Images with Quantitative T2-mapping 2024 ISMRM & ISMRT Annual Meeting & Exhibition (Singapore 4. May 2024 - 9. May 2024 )Brock L. , Liebert A. , Schreiter H. , Ehring C. , Eberle J. , Laun FB. , Uder M. , Kapsner L. , Ohlmeyer S. , Knoll F. , Bickelhaupt S. :How to best match voxels - evaluating different sequential co-registration strategies for ultra-high b-value DWI in multiparametric breast MRI 2024 ISMRM & ISMRT Annual Meeting & Exhibition (Singapore 4. May 2024 - 9. May 2024 )Fürnrohr F. , Wetzl J. , Vornehm M. , Giese D. , Knoll F. :Data Consistent Variational Networks for Zero-shot Self-supervised MR Reconstruction Bildverarbeitung für die Medizin 2024 (Erlangen 10. March 2024 - 12. March 2024 )In: Andreas Maier, Thomas M. Deserno, Heinz Handels, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2024 , Wiesbaden 2024 10.1007/978-3-658-44037-4_81 Gösche E. , Eghbali R. , Knoll F. , Rauschecker AM. :Domain Influence in MRI Medical Image Segmentation: Spatial Versus k-Space Inputs 15th International Workshop on Machine Learning in Medical Imaging, Held in Conjunction with MICCAI 2024 (Marrakesh 6. October 2024 - 6. October 2024 )In: Xuanang Xu, Zhiming Cui, Islem Rekik, Xi Ouyang, Kaicong Sun (ed.): Machine Learning in Medical Imaging , Cham 2024 10.1007/978-3-031-73284-3_31 https://link.springer.com/chapter/10.1007/978-3-031-73284-3_31 Kim J. , Nickel MD. , Knoll F. :Assessment of Deep Learning-based Reconstruction with Imperfect Ground Truth for MRCP International Federation of Information Processing (IFIP) Technical Committee - 7 (TC-7) "System Modeling and Optimization" conferences (Hamburg, Germany 12. August 2024 - 16. August 2024 )In: Assessment of Deep Learning-based Reconstruction with Imperfect Ground Truth for MRCP 2024 Kim J. , Nickel MD. , Knoll F. :Deep Learning-based Reconstruction of Accelerated MR Cholangiopancreatography 2024 ISMRM & ISMRT Annual Meeting & Exhibition (Singapore 4. May 2024 - 9. May 2024 )In: Deep Learning-based Reconstruction of Accelerated MR Cholangiopancreatography 2024 Ott Y. , Vornehm M. , Wetzl J. , Giese D. , Knoll F. :Training deep learning reconstruction models for radial real-time cardiac cine MRI using synthetic golden-angle data 26th Annual Meeting of the German-speaking section of ISMRM (Tübingen 4. September 2024 - 5. September 2024 )Vornehm M. , Wetzl J. , Fürnrohr F. , Giese D. , Ahmad R. , Knoll F. :Low-Latency Reconstruction of Real-Time Cine MRI Using an Unrolled Network 2024 ISMRM & ISMRT Annual Meeting & Exhibition (Singapore 4. May 2024 - 9. May 2024 )In: Proceedings of the International Society for Magnetic Resonance in Medicine 2024 Vornehm M. , Wetzl J. , Fürnrohr F. , Giese D. , Ahmad R. , Knoll F. :Variational Network Meets Conjugate Gradient: Inline Reconstruction and Strain Analysis of Accelerated Cardiac Cine MRI 2024 ISMRM & ISMRT Annual Meeting & Exhibition (Singapore 4. May 2024 - 9. May 2024 )In: Proceedings of the International Society for Magnetic Resonance in Medicine 2024 Vornehm M. , Wetzl J. , Giese D. , Fürnrohr F. , Pang J. , Chow K. , Gebker R. , Ahmad R. , Knoll F. :CineVN: Variational network reconstruction for rapid functional cardiac cine MRI Magnetic Resonance in Medicine 93 2024 ), p. 138-150 ISSN: 0740-3194 10.1002/mrm.30260 Zaiß M. , Rajput JR. , Dang HN. , Golkov V. , Cremers D. , Knoll F. , Maier A. :Exploring GPT-4 as MR Sequence and Reconstruction Programming Assistant German Conference on Medical Image Computing, BVM 2024 (Erlangen 10. March 2024 - 12. March 2024 )In: Andreas Maier, Thomas M. Deserno, Heinz Handels, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2024. BVM 2024 , Wiesbaden 2024 10.1007/978-3-658-44037-4_28 2023 Amsel D. , Vornehm M. , Wetzl J. , Schmidt M. , Knoll F. :Deep learning-based accelerated T1 mapping for cardiac MRI 25. Jahrestagung der Deutschen Sektion der ISMRM (Berlin 6. September 2023 - 7. September 2023 )Brock L. , Ben-Atya H. , Saar G. , Folle L. , Maier A. , Freiman M. , Vandoorne K. :Deep Learning based T2 distribution estimation for bone marrow characterization in inflammation and aging European Molecular Imaging Meeting (EMIM) (Salzburg 14. March 2023 - 17. March 2023 )https://www.eventclass.org/contxt_emim2023/online-program/session?s=PW15#e685 https://www.eventclass.org/contxt_emim2023/online-program/session?s=PW15#e685 Hammernik K. , Kustner T. , Yaman B. , Huang Z. , Rueckert D. , Knoll F. , Akcakaya M. :Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging IEEE Signal Processing Magazine 40 2023 ), p. 98-114 ISSN: 1053-5888 10.1109/MSP.2022.3215288 Kim J. , Benkert T. , Riemenschneider B. , Nickel MD. , Knoll F. :Analysis of Deep Learning-based Reconstruction Models for Highly Accelerated MR Cholangiopancreatography: to Fine-tune or not to Fine-tune 2023 ISMRM & ISMRT Annual Meeting & Exhibition (Toronto, ON 3. June 2023 - 8. June 2023 )In: Analysis of Deep Learning-baed Reconstruction Models for Highly Accelerated MR Cholangiopancreatography: to Fine-tune or not to Fine-tune 2023 Kim J. , Nickel MD. , Knoll F. :Overview of Magnetic Resonance Imaging Reconstruction Methods Using Various Constraints to Solve the Ill-posed Problems Europe-Korea Conference on Science and Technology (Munich 14. August 2023 - 18. August 2023 )In: Overview of Magnetic Resonance Imaging Reconstruction Methods Using Various Constraints to Solve the Ill-posed Problems 2023 Schwarz A. , Werner R. , Wimmert L. , Vornehm M. , Gauer T. , Hofmann C. :Dose reduction in sequence scanning 4D CT imaging through respiratory signal-guided tube current modulation: A feasibility study Medical Physics 50 2023 ), p. 7539-7547 ISSN: 0094-2405 10.1002/mp.16785 Vornehm M. , Spiske U. , Fenski M. , Wetzl J. , Preuhs E. , Maier A. , Schulz-Menger J. , Giese D. :Fully Automatic Scar Segmentation on LGE Images with Reduced Contrast Agent Dose SCMR 26th Annual Scientific Sessions (San Diego, CA 25. January 2023 - 28. January 2023 )In: Proceedings of the SCMR 26th Annual Scientific Sessions 2023 Vornehm M. , Wetzl J. , Giese D. , Knoll F. :k-t Adaptive Regularization in Variational Networks for Cardiac Cine Reconstruction ISMRM Workshop on Data Sampling & Image Reconstruction (Sedona, AZ 8. January 2023 - 11. January 2023 )In: Proceedings of the ISMRM Workshop on Data Sampling & Image Reconstruction 2023 Vornehm M. , Wetzl J. , Giese D. , Knoll F. :Towards Low-Latency Deep Learning-Based Reconstruction of Real-Time Cine MRI 25. Jahrestagung der Deutschen Sektion der ISMRM (Berlin 6. September 2023 - 7. September 2023 )Vornehm M. , Wetzl J. , Giese D. , Pang J. , Ahmad R. , Knoll F. :Deep Learning-Based Reconstruction of Accelerated Cardiac Cine MRI at 0.55T 2023 ISMRM & ISMRT Annual Meeting & Exhibition (Toronto, ON 3. June 2023 - 8. June 2023 )In: Proceedings of the International Society for Magnetic Resonance in Medicine 2023 Werner R. , Schwarz A. , Wimmert L. , Buttgen L. , Vornehm M. , Gauer T. , Hofmann C. :Dose reduction for respiratory signal-guided step-and-shoot 4DCT by online dose modulation ESTRO 2023 (Vienna 12. May 2023 - 16. May 2023 )In: Radiotherapy and Oncology 2023 10.1016/S0167-8140(23)08960-0 Zach M. , Knoll F. , Pock T. :Stable Deep MRI Reconstruction using Generative Priors IEEE Transactions on Medical Imaging 2023 ), p. 1-1 ISSN: 0278-0062 10.1109/TMI.2023.3311345 2022 Kim J. , Gadjimuradov F. , Benkert T. , Vahle T. , Maier A. :Deep Learning-Based Respiratory Motion Correction in Free-Breathing Abodiminal Diffusion-Weighted Imaging Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting (London 7. May 2022 - 12. May 2022 )Radmanesh A. , Muckley MJ. , Murrell T. , Lindsey E. , Sriram A. , Knoll F. , Sodickson DK. , Lui YW. :Exploring the Acceleration Limits of Deep Learning Variational Network–based Two-dimensional Brain MRI Radiology: Artificial Intelligence 4 2022 ), Article No.: e210313 ISSN: 2638-6100 10.1148/ryai.210313 Vornehm M. , Fenski M. , Preuhs E. , Maier A. , Schulz-Menger J. , Wetzl J. , Giese D. :Improving the Sensitivity to Myocardial Scar in Automatic Segmentations of Left Ventricular Myocardium on LGE Images Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting (London 7. May 2022 - 12. May 2022 )In: Proceedings of the International Society for Magnetic Resonance in Medicine 2022 https://index.mirasmart.com/ISMRM2022/PDFfiles/1014.html Vornehm M. , Fenski M. , Preuhs E. , Maier A. , Schulz-Menger J. , Wetzl J. , Giese D. :Myocardial scar segmentation on cardiac LGE images with reduced contrast agent dose using deep learning 24. Jahrestagung der Deutschen Sektion der ISMRM (Aachen 21. September 2022 - 24. September 2022 )In: Abstractband der 24. Jahrestagung der Deutschen Sektion der ISMRM 2022 Vornehm M. , Wetzl J. , Giese D. , Ahmad R. , Knoll F. :Spatiotemporal variational neural network for reconstruction of highly accelerated cardiac cine MRI Artificial Intelligence in Cardiovascular Magnetic Resonance Imaging - A Joint Summit of the EACVI and SCMR (London 5. May 2022 - 6. May 2022 )In: European Heart Journal - Cardiovascular Imaging 2022 10.1093/ehjci/jeac141.018 Zibetti MVW. , Knoll F. , Regatte RR. :Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications IEEE Transactions on Computational Imaging 2022 ), p. 1-1 ISSN: 2333-9403 10.1109/TCI.2022.3176129 2021 Werner R. , Szkitsak J. , Sentker T. , Madesta F. , Schwarz A. , Fernolendt S. , Vornehm M. , Gauer T. , Bert C. , Hofmann C. :Comparison of intelligent 4D CT sequence scanning and conventional spiral 4D CT: A first comprehensive phantom study Physics in Medicine and Biology 66 2021 ), Article No.: 015004 ISSN: 0031-9155 10.1088/1361-6560/abc93a 2020