Christopher Syben
Dr. Christopher Syben, M. Sc.
Academic CV
Projects
No projects found.
Publications
2023
Conference Contributions
Abstract: Is Medical Chest X-ray Data Anonymous?
German Workshop on Medical Image Computing (Braunschweig, July 2, 2023 - July 4, 2023)
In: Thomas M. Deserno, Heinz Handels, Andreas Maier, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Informatik aktuell 2023
DOI: 10.1007/978-3-658-41657-7_44
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Optimizing CT Scan Geometries With and Without Gradients
17th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine (Fully3D) (Stony Brook University, New York, July 16, 2023 - July 21, 2023)
Open Access: https://arxiv.org/abs/2302.06251
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2022
Journal Articles
Deep learning-based patient re-identification is able to exploit the biometric nature of medical chest X-ray data
In: Scientific Reports 12 (2022), Article No.: 14851
ISSN: 2045-2322
DOI: 10.1038/s41598-022-19045-3
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2021
Journal Articles
Cephalogram Synthesis and Landmark Detection in Dental Cone-Beam CT Systems
In: Medical Image Analysis 70 (2021), Article No.: ARTN 102028
ISSN: 1361-8415
DOI: 10.1016/j.media.2021.102028
URL: https://www.sciencedirect.com/science/article/abs/pii/S1361841521000748
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X-ray Scatter Estimation Using Deep Splines
In: IEEE Transactions on Medical Imaging (2021)
ISSN: 0278-0062
DOI: 10.1109/TMI.2021.3074712
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Conference Contributions
Abstract: Simultaneous Estimation of X-ray Back-scatter and Forward-scatter using Multi-task Learning
German Workshop on Medical Image Computing, 2021 (Regensburg, March 7, 2021 - March 9, 2021)
In: Christoph Palm, Heinz Handels, Klaus Maier-Hein, Thomas M. Deserno, Andreas Maier, Thomas Tolxdorff (ed.): Informatik aktuell 2021
DOI: 10.1007/978-3-658-33198-6_62
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Age Estimation on Panoramic Dental X-ray Images using Deep Learning
German Workshop on Medical Image Computing, 2021 (Regensburg, March 7, 2021 - March 9, 2021)
In: Christoph Palm, Heinz Handels, Klaus Maier-Hein, Thomas M. Deserno, Andreas Maier, Thomas Tolxdorff (ed.): Informatik aktuell 2021
DOI: 10.1007/978-3-658-33198-6_46
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Helical Dark-field Fiber Reconstruction
International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine (Fully3D)
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Thesis
Known Operator Learning for a Hybrid Magnetic Resonance/X-ray Imaging Acquisition Scheme (Dissertation, 2021)
URL: https://opus4.kobv.de/opus4-fau/frontdoor/index/index/docId/16830
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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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Book Contributions
Simultaneous Estimation of X-Ray Back-Scatter and Forward-Scatter Using Multi-task Learning
In: Anne L. Marte, lPurang Abolmaesumi, Danail Stoyanov, Diana Mateus, Maria A. Zuluaga, S. Kevin Zhou, Daniel Racoceanu, Leo Joskowicz (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2020, 2020, p. 199-208
ISBN: 9783030597122
DOI: 10.1007/978-3-030-59713-9_20
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Multi-Channel Volumetric Neural Network for Knee Cartilage Segmentation in Cone-Beam CT
In: Thomas Tolxdorff, Thomas M. Deserno, Heinz Handels, Andreas Maier, Klaus H. Maier-Hein, Christoph Palm (ed.): Bildverarbeitung für die Medizin 2020, Wiesbaden: Springer Vieweg, 2020, p. 67-72 (Informatik aktuell)
ISBN: 9783658292669
DOI: 10.1007/978-3-658-29267-6_14
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Conference Contributions
Reconstruction of Voxels with Position- and Angle-Dependent Weightings
The 6th International Conference on Image Formation in X-Ray Computed Tomography (Online meeting, August 3, 2020 - August 7, 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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RinQ Fingerprinting: Recurrence-Informed Quantile Networks for Magnetic Resonance Fingerprinting
Bilderverarbeitung für die Medizin Algorithmen - Systeme - Anwendungen (Berlin, March 15, 2020 - March 17, 2020)
DOI: 10.1007/978-3-030-32248-9_11
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Deep Scatter Splines: Learning-Based Medical X-ray Scatter Estimation Using B-splines
The 6th International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting) (Regensburg (virtuell), August 3, 2020 - August 7, 2020)
Open Access: https://www.ct-meeting.org/data/ProceedingsCTMeeting2020.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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A gentle introduction to deep learning in medical image processing [Eine sanfte Einführung in Tiefes Lernen in der Medizinischen Bildverarbeitung]
In: Zeitschrift für Medizinische Physik 29 (2019), p. 86-101
ISSN: 0939-3889
DOI: 10.1016/j.zemedi.2018.12.003
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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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Book Contributions
Magnetic Resonance Fingerprinting Reconstruction Using Recurrent Neural Networks
In: Rainer Röhrig, Harald Binder, Hans-Ulrich Prokosch, Ulrich Sax, Irene Schmidtmann, Susanne Stolpe, Antonia Zapf (ed.): German Medical Data Sciences: Shaping Change – Creative Solutions for Innovative Medicine, IOS Press, 2019, p. 126-133 (Studies in Health Technology and Informatics, Vol.267)
DOI: 10.3233/SHTI190816
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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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RinQ Fingerprinting: Recurrence-Informed Quantile Networks for Magnetic Resonance Fingerprinting
Medical Image Computing and Computer Assisted Intervention (Shenzhen, October 13, 2019 - October 17, 2019)
In: Proceedings of MICCAI 2019, Cham: 2019
DOI: 10.1007/978-3-030-32248-9_11
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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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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
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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Detecting Anatomical Landmarks for Motion Estimation in Weight-Bearing Imaging of Knees
1st Workshop on Machine Learning for Medical Image Reconstruction (MLMIR) held as part of the 21st Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) (Granada, September 16, 2018)
In: MACHINE LEARNING FOR MEDICAL IMAGE RECONSTRUCTION, MLMIR 2018, CHAM: 2018
DOI: 10.1007/978-3-030-00129-2_10
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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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On the Influence of Acquisition Angle and Slice Thickness on the in-plane Spatial Resolution of Calcifications in Digital Breast Tomosynthesis
CT-Meeting (Salt Lake City, USA)
In: Proceedings of the Fifth International Conference on Image Formation in X-Ray Computed Tomography 2018
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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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Precision Learning: Towards Use of Known Operators in Neural Networks
24rd International Conference on Pattern Recognition (ICPR) (Beijing, China)
In: 2018 24rd International Conference on Pattern Recognition (ICPR) 2018
DOI: 10.1109/icpr.2018.8545553
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Maier18-PLT.pdf
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Towards in-vivo X-ray nanoscopy: The effect of motion on image quality
Workshop on Bildverarbeitung fur die Medizin, 2018 (Erlangen, March 11, 2018 - March 13, 2018)
In: Thomas M. Deserno, Andreas Maier, Christoph Palm, Heinz Handels, Klaus H. Maier-Hein, Thomas Tolxdorff (ed.): Informatik aktuell 2018
DOI: 10.1007/978-3-662-56537-7_40
URL: https://link.springer.com/chapter/10.1007/978-3-662-56537-7_40
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Miscellaneous
A Gentle Introduction to Deep Learning in Medical Image Processing
(2018), Article No.: arXiv:1810.05401
DOI: 10.1016/j.zemedi.2018.12.003
URL: https://arxiv.org/pdf/1810.05401
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(Techreport)
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2017
Conference Contributions
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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Joint Calibration and Motion Estimation in Weight-Bearing Cone-Beam CT of the Knee Joint using Fiducial Markers
2017 IEEE International Symposium on Biomedical Imaging (Melbourne, April 18, 2017 - April 21, 2017)
In: Proceedings of the 2017 IEEE International Symposium on Biomedical Imaging: From Nano to Macro 2017
DOI: 10.1109/ISBI.2017.7950568
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Syben17-JCA.pdf
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Self-Calibration and Simultaneous Motion Estimation for C-arm CT using Fiducial Markers
Bildverarbeitung für die Medizin (Heidelberg, March 12, 2017 - March 14, 2017)
In: Bildverarbeitung für die Medizin 2017: Algorithmen - Systeme - Anwendungen., Springer: 2017
DOI: 10.1007/978-3-662-54345-0
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Syben17-SAS.pdf
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Lectures
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