Felix Denzinger

Journal Articles

• Thies M., Wagner F., Maul N., Folle L., Meier M., Rohleder M., Schneider LS., Pfaff L., Gu M., Utz J., Denzinger F., Manhart M., Maier A.:
  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
• Doerrich S., Kordon F., Denzinger F., El Barbari JS., Privalov M., Vetter SY., Maier A., Kunze H.:
  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
• Denzinger F., Wels M., Breininger K., Taubmann O., Mühlberg A., Allmendinger T., Gülsün MA., Schöbinger M., André F., Buß SJ., Görich J., Sühling M., Maier A.:
  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
• Mühlberg A., Ritter P., Langer S., Goossens C., Nübler S., Schneidereit D., Taubmann O., Denzinger F., Nörenberg D., Haug M., Schürmann S., Horstmeyer R., Maier A., Goldmann W., Friedrich O., Kreiß L.:
  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
  BibTeX: Download

Conference Contributions

• Denzinger F., Wels M., Taubmann O., Kordon F., Wagner F., Mehltretter S., Gülsün MA., Schöbinger M., André F., Buß SJ., Görich J., Sühling M., Maier A., Breininger K.:
  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
• Packhäuser K., Gündel S., Thamm F., Denzinger F., Maier A.:
  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
• Rohleder M., Pradel C., Wagner F., Thies M., Maul N., Denzinger F., Maier A., Kreher B.:
  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
• Langer S., Taubmann O., Denzinger F., Maier A., Mühlberg A.:
  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
• Wagner F., Thies M., Pfaff L., Aust O., Pechmann S., Weidner D., Maul N., Rohleder M., Gu M., Utz J., Denzinger F., Maier A.:
  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
• Pfaff L., Wagner F., Hoßbach J., Preuhs E., Maul N., Thies M., Denzinger F., Nickel MD., Wuerfl T., Maier A.:
  Robust multi-contrast MRI denoising using trainable bilateral filters without noise-free targets
  International Symposium on Biomedical Imaging (ISBI)
  BibTeX: Download
• Rist L., Taubmann O., Muhlberg A., Denzinger F., Thamm F., Sühling M., Norenberg D., Holch JW., Maurus S., Gebauer L., Huber T., Maier A.:
  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
• Liu C., Denzinger F., Folle L., Qiu J., Klein L., Maier J., Kachelrieb M., Lell M., Maier A.:
  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

• 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 F., 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

• 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
  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
• 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 F., 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

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
• Martín Vicario C., Kordon F., 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
• 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

Miscellaneous

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

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 F., 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)
  DOI: 10.1007/978-3-658-29267-6_44
  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)
  DOI: 10.1007/978-3-658-29267-6_42
  URL: https://arxiv.org/abs/1912.06417
  BibTeX: Download

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