Felix Denzinger
Felix Denzinger, M. Sc.
Experience
- 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
Publications
2023
Journal Articles
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
, , , , , , , , , , , , :
Conference Contributions
Robust multi-contrast MRI denoising using trainable bilateral filters without noise-free targets
International Symposium on Biomedical Imaging (ISBI)
BibTeX: Download
, , , , , , , , , :
2022
Journal Articles
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
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
, , , , , , , , , , :
2021
Conference Contributions
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
, , , , , , , , , :
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
, , , , , , :
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
, , , , , , , , , :
Miscellaneous
Segmentation of the Carotid Lumen and Vessel Wall using Deep Learning and Location Priors
(2021)
BibTeX: Download
(Conference report)
, , , , , :
2020
Conference Contributions
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
, , , , , , , :
2019
Conference Contributions
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
, , , , , , , , :
Theses