Bernhard Stimpel
Bernhard Stimpel, M. Sc.
Publications
2021
Journal Articles
Deep learning-based ECG-free Cardiac Navigation for Multi-Dimensional and Motion-Resolved Continuous Magnetic Resonance Imaging
In: IEEE Transactions on Medical Imaging (2021)
ISSN: 0278-0062
DOI: 10.1109/tmi.2021.3073091
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2020
Journal Articles
Known Operator Learning enables Constrained Projection Geometry Conversion: Parallel to Cone-beam for Hybrid MR/X-ray Imaging
In: IEEE Transactions on Medical Imaging (2020), p. 1-1
ISSN: 0278-0062
DOI: 10.1109/TMI.2020.2998179
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Conference Contributions
SR²: Super-Resolution With Structure-Aware Reconstruction
2020 IEEE International Conference on Image Processing (ICIP) (Online, October 25, 2020 - October 28, 2020)
DOI: 10.1109/ICIP40778.2020.9191253
URL: https://faui1-files.cs.fau.de/public/publications/mmsec/2020-Schirrmacher-SR2.pdf
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DeepECG: Towards 3-D Continuous Cardiac MRI without ECG-Gating - Deep Learning based R-Wave Classification for Automated Cardiac Phase Binning
International Society for Magnetic Resonance in Medicine (ISMRM) 28th Annual Meeting & Exhibition (Sydney, April 18, 2020 - April 23, 2020)
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Deep autofocus with cone-beam CT consistency constraint
Bildverarbeitung für die Medizin (Berlin, March 15, 2020 - March 17, 2020)
DOI: 10.1007/978-3-658-29267-6_34
URL: https://arxiv.org/pdf/1911.13162.pdf
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Fully-automatic CT data preparation for interventional X-ray skin dose simulation
Bildverarbeitung für die Medizin: Algorithmen - Systeme - Anwendungen (Berlin, March 15, 2020 - March 17, 2020)
In: Informatik Aktuell Bildverarbeitung für die Medizin 2020 Algorithmen - Systeme - Anwendungen 2020
DOI: 10.1007/978-3-658-29267-6_26
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2019
Journal Articles
Projection-to-Projection Translation for Hybrid X-ray and Magnetic Resonance Imaging
In: Scientific Reports 9 (2019), Article No.: 18814
ISSN: 2045-2322
DOI: 10.1038/s41598-019-55108-8
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Technical Note: PYRO-NN: Python reconstruction operators in neural networks
In: Medical Physics 46 (2019), p. 5110-5115
ISSN: 0094-2405
DOI: 10.1002/mp.13753
URL: https://aapm.onlinelibrary.wiley.com/doi/abs/10.1002/mp.13753
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Learning with Known Operators reduces Maximum Training Error Bounds.
In: Nature Machine Intelligence 1 (2019), p. 373-380
ISSN: 2522-5839
DOI: 10.1038/s42256-019-0077-5
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Multi-Modal Deep Guided Filtering for Comprehensible Medical Image Processing Supplementary Material
In: IEEE Transactions on Medical Imaging (2019)
ISSN: 0278-0062
DOI: 10.1109/TMI.2019.2955184
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Conference Contributions
Image Quality Assessment for Rigid Motion Compensation
MedNeurips (Vancouver, Canada, December 8, 2019 - December 14, 2019)
Open Access: https://arxiv.org/abs/1910.04254
URL: https://arxiv.org/abs/1910.04254
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Deep Image Denoising in SPECT
Annual Congress of the European Association of Nuclear Medicine (Barcelona, October 12, 2019 - October 16, 2019)
In: Springer-Verlag GmbH Germany, part of Springer Nature 2019 (ed.): European Journal of Nuclear Medicine and Molecular Imaging (2019) 46 (Suppl 1): S1–S952, 10.1007/s00259-019-04486-2, Berlin, Heidelberg: 2019
DOI: 10.1007/s00259-019-04486-2
URL: https://link.springer.com/article/10.1007/s00259-019-04486-2
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Deriving Neural Network Architectures Using Precision Learning: Parallel-to-Fan Beam Conversion
40th German Conference on Pattern Recognition, GCPR 2018 (Stuttgart)
DOI: 10.1007/978-3-030-12939-2_35
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Fan-to-Parallel Beam Conversion: Deriving Neural Network Architectures Using Precision Learning
Workshop on Bildverarbeitung fur die Medizin, 2019 (Lübeck, March 17, 2019 - March 19, 2019)
In: Thomas M. Deserno, Andreas Maier, Christoph Palm, Heinz Handels, Klaus H. Maier-Hein, Thomas Tolxdorff (ed.): Informatik aktuell 2019
DOI: 10.1007/978-3-658-25326-4_9
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Maximum Likelihood Estimation of Head Motion Using Epipolar Consistency
Workshop on Bildverarbeitung fur die Medizin, 2019 (Lübeck, March 17, 2019 - March 19, 2019)
In: Thomas M. Deserno, Andreas Maier, Christoph Palm, Heinz Handels, Klaus H. Maier-Hein, Thomas Tolxdorff (ed.): Informatik aktuell 2019
DOI: 10.1007/978-3-658-25326-4_29
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Multi-Modal Super-Resolution with Deep Guided Filtering
Workshop on Bildverarbeitung fur die Medizin, 2019 (Lübeck, March 17, 2019 - March 19, 2019)
In: Thomas M. Deserno, Andreas Maier, Christoph Palm, Heinz Handels, Klaus H. Maier-Hein, Thomas Tolxdorff (ed.): Informatik aktuell 2019
DOI: 10.1007/978-3-658-25326-4_25
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Projection image-to-image translation in hybrid x-ray/MR imaging
Medical Imaging 2019: Image Processing (San Diego, CA, February 19, 2019 - February 21, 2019)
In: Bennett A. Landman, Elsa D. Angelini, Elsa D. Angelini, Elsa D. Angelini (ed.): Progress in Biomedical Optics and Imaging - Proceedings of SPIE 2019
DOI: 10.1117/12.2512195
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U-Net for SPECT Image Denoising
2019 IEEE Nuclear Science Symposium (NSS) and Medical Imaging Conference (MIC) (Manchester, October 26, 2019 - November 2, 2019)
In: IEEE (ed.): 2019 IEEE Nuclear Science Symposium and Medical Imaging Conference Proceedings (NSS/MIC) 2019
DOI: 10.1109/nss/mic42101.2019.9059879
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User Loss A Forced-Choice-Inspired Approach to Train Neural Networks Directly by User Interaction
Workshop on Bildverarbeitung fur die Medizin, 2019 (Lübeck, March 17, 2019 - March 19, 2019)
In: Thomas M. Deserno, Andreas Maier, Christoph Palm, Heinz Handels, Klaus H. Maier-Hein, Thomas Tolxdorff (ed.): Informatik aktuell 2019
DOI: 10.1007/978-3-658-25326-4_22
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2018
Journal Articles
Automated Curved and Multiplanar Reformation for Screening of the Proximal Coronary Arteries in MR Angiography
In: Journal of Imaging 4 (2018), p. 1-17
ISSN: 2313-433X
DOI: 10.3390/jimaging4110124
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Stimpel18-ACA.pdf
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Conference Contributions
MR-projection imaging with perspective distortion as in X-ray fluoroscopy for interventional X/MR-hybrid applications
12 th Interventional MRI Symposium Proceedings (12 th Interventional MRI Symposium) (Boston, USA, October 5, 2018 - October 6, 2018)
In: MR-projection imaging with perspective distortion as in X-ray fluoroscopy for interventional X/MR-hybrid applications 2018
URL: http://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Lommen18-MIW.pdf
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MR to X-ray Projection Image Synthesis
The 5th International Conference on Image Formation in X-ray Computed Tomography (CT-Meeting) (Salt Lake City, UT, USA)
In: Proceedings of the 5th International Conference on Image Formation in X-ray Computed Tomography (CT-Meeting) 2018
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Stimpel18-MTX.pdf
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Precision Learning: Reconstruction Filter Kernel Discretization
5th International Conference on Image Formation in X-ray Computed Tomography (Salt Lake City, Utha, USA)
In: Proceedings of the 5th International Conference on Image Formation in X-ray Computed Tomography 2018
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Syben18-PLR.pdf
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2017
Conference Contributions
Automated Coronary Artery Ostia Detection in Magnetic Resonance Angiography
25th Annual Meeting & Exhibition (Honolulu, HI, USA)
In: Proceedings of the 25th Annual Meeting of the ISMRM 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Stimpel17-ACA.pdf
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Automatic thrombus detection in non-enhanced computed tomography images in patients with acute ischemic stroke
Eurographics Workshop on Visual Computing for Biology and Medicine (2017) (Bremen, Deutschland)
In: Eurographics Proceedings 2017 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Loeber17-ATD.pdf
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Fan-beam Projection Image Acquisition using MRI
3rd Conference on Image-Guided Interventions & Fokus Neuroradiologie (Magdeburg)
In: 3rd Conference on Image-Guided Interventions & Fokus Neuroradiologie 2017
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