Felix Denzinger

Felix Denzinger, M. Sc.

Researcher

Department of Computer Science
Chair of Computer Science 5 (Pattern Recognition)

Room 09.153
Martensstr. 3
91058 Erlangen

Phone number: +49 9131 85-25246
Fax number: +49 9131 85-27270
Email: felix.denzinger@fau.de
Website: https://lme.tf.fau.de/person/denzinger/

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

2022

Journal Articles

Wagner F., Thies M., Denzinger F., Gu M., Patwari M., Ploner S., Maul N., Pfaff L., Huang Y., Maier A.:
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
Martín Vicario C., Kordon FJ., Denzinger F., El Barbari JS., Privalov M., Franke J., Thomas S., Kausch L., Maier A., Kunze H.:
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

Kunzmann S., Marzahl C., Denzinger F., Bertram C., Klopfleisch R., Breininger K., Christlein V., Maier A.:
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
Martín Vicario C., Kordon FJ., Denzinger F., El Barbari JS., Privalov M., Franke J., Maier A., Kunze H.:
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
Thamm F., Taubmann O., Jürgens M., Thamm A., Denzinger F., Rist L., Ditt H., Maier A.:
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
Denzinger F., Wels M., Taubmann O., Gülsün MA., Schöbinger M., Andre F., Buss SJ., Goerich J., Sühling M., Maier A., Breininger K.:
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

Thamm F., Taubmann O., Denzinger F., Jürgens M., Ditt H., Maier A.:
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
Denzinger F., Wels M., Breininger K., Gülsün MA., Schöbinger M., André F., Buß S., Görich J., Sühling M., Maier A.:
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
Denzinger F., Wels M., Hopfgartner C., Lu J., Schöbinger M., Maier A., Sühling M.:
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
Martín Vicario C., Kordon FJ., Denzinger F., Weiten M., Thomas S., Kausch L., Franke J., Keil H., Maier A., Kunze H.:
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

Thamm F., Denzinger F., Rist L., Martín Vicario C., Kordon FJ., Maier A.:
Segmentation of the Carotid Lumen and Vessel Wall using Deep Learning and Location Priors
(2021)
BibTeX: Download
(Conference report)

2020

Conference Contributions

Denzinger F., Wels M., Breininger K., Gülsün MA., Schöbinger M., Andre F., Buss SJ., Goerich J., Sühling M., Maier A.:
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
Taubmann O., Li J., Denzinger F., Eibenberger E., Müller F., Brejnebøl M., Maier A.:
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
Martín Vicario C., Kordon FJ., Denzinger F., Weiten M., Thomas S., Kausch L., Franke J., Keil H., Maier A., Kunze H.:
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
Denzinger F., Wels M., Breininger K., Reidelshöfer A., Eckert J., Sühling M., Schmermund A., Maier A.:
Abstract: Coronary Artery Plaque Characterization from CCTA Scans Using DL and Radiomics
BVM Workshop 2020 (Berlin, March 15, 2020 - March 17, 2020)
BibTeX: Download
Denzinger F., Wels M., Breininger K., Reidelshöfer A., Eckert J., Sühling M., Schmermund A., Maier A.:
Deep Learning Algorithms for Coronary Artery Plaque Characterisation from CCTA Scans
BVM Workshop 2020 (Berlin, March 15, 2020 - December 17, 2019)
URL: https://arxiv.org/abs/1912.06417
BibTeX: Download

2019

Conference Contributions

Denzinger F., Wels M., Ravikumar N., Breininger K., Reidelshöfer A., Eckert J., Sühling M., Schmermund A., Maier A.:
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

Student	Title	Type	Status
Ibrahim Maniaa	Fully Automated Segmentation of Subcutaneous Fat in CT Images	MA thesis	finished
Klaus Fischer	Cardiac Functional Analysis – Automated Strain Analysis of the left Ventricle using Computed Tomography	MA thesis	running
Stephanie Mehltretter	Fully Automated Classification of Anatomical Variants of the Coronary Arteries from Cardiac Computed Tomography Angiography	MA thesis	finished
Simon Langer	DeepTechnome – Mitigating Bias Related to Image Formation in Deep Learning Based Assessment of CT Images	BA thesis	finished
Sebastian Dörrich	Localization and Standard Plane Regression of Vertebral Bodies in Intra-Operative CBCT Volumes	MA thesis	finished
Celia Martín Vicario	Automatic detection of standard planes in surgical FD-CT volumes	MA thesis	finished
Dmitrij Vinokour	Detection of Hand Drawn Electrical Circuit Diagrams and their Components using Deep Learning Methods and Conversion into LTspice Format	MA thesis	finished
Stephanie Mehltretter	Augmentation of CT Images by Variation of Non-Rigid Deformation Vector Field Amplitudes	Project	running
Leonhard Rist	Geometric Deep Learning for Multifocal Diseases	MA thesis	finished
Jiayue Zhao	Optimization of the Input Resolution for Dermoscopy Image Classification Tasks	MA thesis	finished
Mahnoor Tanveer	Rigid Registration of Bones for Freely Deforming Follow-Up CT Scans	MA thesis	finished

Felix Denzinger

Felix Denzinger, M. Sc.

Experience Experience

Publications Publications

2022 2022

Journal Articles

Conference Contributions

2021 2021

Conference Contributions

Miscellaneous

2020 2020

Conference Contributions

2019 2019

Conference Contributions

Theses Theses

Experience

Publications

2022

2021

2020

2019

Theses