Felix Denzinger
Dr.-Ing. Felix Denzinger
- Since 2019
Doctoral Researcher
SHS CT R&D CTC IA | Pattern Recognition Lab - 2018
Master’s Thesis Student
SHS CT R&D CTC IA - 2018 – 2021
Teaching Assistant, Exercise Instructor of the Deep Learning Course - 2016 – 2017
Working Student
SHS AT R&D HW RACE
Thesis
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Deep Learning-based Grading of Coronary Artery Disease from Coronary CT Angiography Scans (Dissertation, 2024)
DOI: 10.25593/open-fau-332
URL: https://open.fau.de/handle/openfau/30444
BibTeX: Download
Journal Articles
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Gradient-based geometry learning for fan-beam CT reconstruction
In: Physics in Medicine and Biology 68 (2023), Article No.: 205004
ISSN: 0031-9155
DOI: 10.1088/1361-6560/acf90e
URL: https://iopscience.iop.org/article/10.1088/1361-6560/acf90e
BibTeX: Download - , , , , , , , :
Fast 3D YOLOv3 based standard plane regression of vertebral bodies in intra-operative CBCT volumes
In: Journal of Medical Imaging 10 (2023)
ISSN: 2329-4310
DOI: 10.1117/1.JMI.10.3.034503
BibTeX: Download - , , , , , , , , , , , , :
How scan parameter choice affects deep learning-based coronary artery disease assessment from computed tomography
In: Scientific Reports 13 (2023), p. 2563-
ISSN: 2045-2322
DOI: 10.1038/s41598-023-29347-9
BibTeX: Download - , , , , , , , , , , , , , , , :
SEMPAI: a Self-Enhancing Multi-Photon Artificial Intelligence for Prior-Informed Assessment of Muscle Function and Pathology
In: Advanced Science (2023)
ISSN: 2198-3844
DOI: 10.1002/advs.202206319
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Conference Contributions
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Handling Label Uncertainty on the Example of Automatic Detection of Shepherd’s Crook RCA in Coronary CT Angiography
2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI) (Cartagena, April 18, 2023 - April 21, 2023)
In: Proceedings - International Symposium on Biomedical Imaging 2023
DOI: 10.1109/ISBI53787.2023.10230565
BibTeX: Download - , , , , :
Lung, Nodule and Airway Segmentation Using Partially Annotated Data
Medical Imaging 2023: Image-Guided Procedures, Robotic Interventions, and Modeling (San Diego, CA, February 19, 2023 - February 23, 2023)
In: Cristian A. Linte, Jeffrey H. Siewerdsen (ed.): Medical Imaging 2023: Image-Guided Procedures, Robotic Interventions, and Modeling, Bellingham, WA: 2023
DOI: 10.1117/12.2653419
BibTeX: Download - , , , , :
Deep Learning-Based Anonymization of Chest Radiographs: A Utility-Preserving Measure for Patient Privacy
International Conference on Medical Image Computing and Computer-Assisted Intervention – MICCAI 2023 (Vancouver, October 8, 2023 - October 12, 2023)
In: Greenspan H, Madabhushi A, Mousavi P, Salcudean S, Duncan J, Syeda-Mahmood T, Taylor R (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2023, Cham: 2023
DOI: 10.1007/978-3-031-43898-1_26
BibTeX: Download - , , , , , , , :
Enabling Geometry Aware Learning Through Differentiable Epipolar View Translation
26th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2023 (Vancouver, BC, CAN, October 8, 2023 - October 12, 2023)
In: Hayit Greenspan, Hayit Greenspan, Anant Madabhushi, Parvin Mousavi, Septimiu Salcudean, James Duncan, Tanveer Syeda-Mahmood, Russell Taylor (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2023
DOI: 10.1007/978-3-031-43898-1_6
BibTeX: Download - , , , , :
Mitigating Unknown Bias in Deep Learning-based Assessment of CT Images Deep Technome
Bildverarbeitung für die Medizin Workshop, BVM 2023 (Braunschweig, DEU, 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_38
BibTeX: Download - , , , , , , , , , , , :
On the Benefit of Dual-Domain Denoising in a Self-Supervised Low-Dose CT Setting
20th IEEE International Symposium on Biomedical Imaging, ISBI 2023 (Cartagena, April 18, 2023 - April 21, 2023)
In: Proceedings - International Symposium on Biomedical Imaging 2023
DOI: 10.1109/ISBI53787.2023.10230511
BibTeX: Download - , , , , , , , , , :
Robust multi-contrast MRI denoising using trainable bilateral filters without noise-free targets
International Symposium on Biomedical Imaging (ISBI)
BibTeX: Download - , , , , , , , , , , , :
Spatial Lesion Graphs: Analyzing Liver Metastases with Geometric Deep Learning for Cancer Survival Regression
20th IEEE International Symposium on Biomedical Imaging, ISBI 2023 (Cartagena, April 18, 2023 - April 21, 2023)
In: Proceedings - International Symposium on Biomedical Imaging 2023
DOI: 10.1109/ISBI53787.2023.10230367
BibTeX: Download - , , , , , , , , :
Whole-Body Multi-Organ Segmentation Using Anatomical Attention
20th IEEE International Symposium on Biomedical Imaging, ISBI 2023 (Cartagena, COL, April 18, 2023 - April 21, 2023)
In: Proceedings - International Symposium on Biomedical Imaging 2023
DOI: 10.1109/ISBI53787.2023.10230529
BibTeX: Download
Journal Articles
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Trainable joint bilateral filters for enhanced prediction stability in low-dose CT
In: Scientific Reports 12 (2022), Article No.: 17540
ISSN: 2045-2322
DOI: 10.1038/s41598-022-22530-4
BibTeX: Download - , , , , , , , , , :
Automatic plane adjustment of orthopedic intraoperative flat panel detector CT-volumes
In: Journal of Medical Imaging 9 (2022), p. 1-19
ISSN: 2329-4310
DOI: 10.1117/1.JMI.9.3.034001
BibTeX: Download
Conference Contributions
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CAD-RADS Scoring using Deep Learning and Task-Specific Centerline Labeling
International Conference on Medical Imaging with Deep Learning (Zürich, July 6, 2022 - July 8, 2022)
In: PMLR (ed.): PMLR 2022
URL: https://proceedings.mlr.press/v172/denzinger22a.html
BibTeX: Download - , , , , , , , :
First Steps on Gamification of Lung Fluid Cells Annotations in the Flower Domain
German Workshop on Medical Image Computing, 2022 (Heidelberg, DEU, June 26, 2022 - June 28, 2022)
In: Klaus Maier-Hein, Thomas M. Deserno, Heinz Handels, Andreas Maier, Christoph Palm, Thomas Tolxdorff (ed.): Informatik aktuell 2022
DOI: 10.1007/978-3-658-36932-3_48
BibTeX: Download - , , , , , , , :
Normalization techniques for CNN based analysis of surgical cone beam CT volumes
SPIE Medical Imaging 2022 (San Diego, California, February 20, 2022 - March 28, 2022)
In: Išgum I, Colliot O (ed.): Medial Imaging 2022, Image Processing 2022
DOI: 10.1117/12.2606973
BibTeX: Download - , , , , , , , :
Building Brains: Subvolume Recombination for Data Augmentation in Large Vessel Occlusion Detection
Medical Image Computing and Computer Assisted Intervention - MICCAI 2022 (Singapore, September 18, 2022 - September 22, 2022)
DOI: 10.1007/978-3-031-16437-8_61
URL: https://link.springer.com/chapter/10.1007/978-3-031-16437-8_61
BibTeX: Download - , , , , , , , , , , :
CAD-RADS Scoring using Deep Learning and Task-Specific Centerline Labeling
Medical Imaging with Deep Learning (Zürich, July 6, 2022 - July 8, 2022)
Open Access: https://openreview.net/pdf?id=vVPMifME8b
BibTeX: Download
Conference Contributions
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SyNCCT: Synthetic Non-Contrast Images of the Brain from Single-Energy Computed Tomography Angiography
Medical Image Computing and Computer Assisted Intervention – MICCAI 2021 (Strasbourg, September 27, 2021 - October 1, 2021)
In: Medical Image Computing and Computer Assisted Intervention – MICCAI 2021, Cham: 2021
DOI: 10.1007/978-3-030-87234-2_64
URL: https://link.springer.com/chapter/10.1007/978-3-030-87234-2_64
BibTeX: Download - , , , , , , , , , :
Abstract: Automatic CAD-RADS Scoring using Deep Learning
German Workshop on Medical Image Computing, 2021 (Regensburg, DEU, 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_24
BibTeX: Download - , , , , , , , , , :
Automatic Plane Adjustment in Surgical Cone Beam CT-volumes
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_40
BibTeX: Download - , , , , , , :
Coronary Plaque Analysis for CT Angiography Clinical Research
German Workshop on Medical Image Computing, 2021 (Regensburg, DEU, 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_53
BibTeX: Download
Miscellaneous
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Segmentation of the Carotid Lumen and Vessel Wall using Deep Learning and Location Priors
(2021)
BibTeX: Download
(Conference report)
Conference Contributions
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Automatic CAD-RADS Scoring using Deep Learning
23rd International Conference on Medical Image Computing and Computer Assisted Intervention (Lima, Peru, October 4, 2020 - October 8, 2020)
In: Martel AL, Abolmaesumi P, Stoyanov D, Mateus D, Zuluaga MA, Zhou SK, Racoceanu D, Joskowicz L (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2020, Cham: 2020
DOI: 10.1007/978-3-030-59725-2
BibTeX: Download - , , , , , , :
Automatic Detection of Free Intra-Abdominal Air in Computed Tomography
23rd International Conference on Medical Image Computing and Computer Assisted Intervention (Lima, October 4, 2020 - October 8, 2020)
In: Martel AL, Abolmaesumi P, Stoyanov D, Mateus D, Zuluaga MA, Zhou SK, Racoceanu D, Joskowicz L (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2020, Cham: 2020
DOI: 10.1007/978-3-030-59713-9
BibTeX: Download - , , , , , , , , , :
Automatic Plane Adjustment of Orthopedic Intraoperative Flat Panel Detector CT-Volumes
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) (Lima, October 4, 2020 - October 8, 2020)
In: Martel AL, Abolmaesumi P, Stoyanov D, Mateus D, Zuluaga MA, Zhou SK, Racoceanu D, Joskowicz L (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2020, Cham: 2020
DOI: 10.1007/978-3-030-59713-9_47
BibTeX: Download - , , , , , , , :
Abstract: Coronary Artery Plaque Characterization from CCTA Scans Using DL and Radiomics
BVM Workshop 2020 (Berlin, March 15, 2020 - March 17, 2020)
DOI: 10.1007/978-3-658-29267-6_44
BibTeX: Download - , , , , , , , :
Deep Learning Algorithms for Coronary Artery Plaque Characterisation from CCTA Scans
BVM Workshop 2020 (Berlin, March 15, 2020 - December 17, 2019)
DOI: 10.1007/978-3-658-29267-6_42
URL: https://arxiv.org/abs/1912.06417
BibTeX: Download
Conference Contributions
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Coronary Artery Plaque Characterization from CCTA Scans Using Deep Learning and Radiomics
MICCAI (Shenzhen, October 13, 2019 - October 17, 2019)
In: Shen, D., Liu, T., Peters, T.M., Staib, L.H., Essert, C., Zhou, S., Yap, P.-T., Khan, A. (ed.): MICCAI 2019: Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 2019
DOI: 10.1007/978-3-030-32251-9_65
URL: http://arxiv.org/abs/1912.06075
BibTeX: Download


