Florian Goldmann
Chair of Computer Science 5 (Pattern Recognition)
Research associates
Address
Martensstraße 3 91058 Erlangen
Contact
Research Project: Spectral Plaque Analysis from Photon Counting CT
Research Areas: Medical Image Processing, Computed Tomography, Atherosclerotic Plaque, Machine Learning
Cooperation Partner: Siemens Healthineers AG, SHS DI CT R&D CTC IA, Forchheim
- Since 02/2023: PhD Candidate Pattern Recognition Lab, FAU Erlangen-Nürnberg, in cooperation with Siemens Healthineers AG, SHS DI CT R&D CTC IA, Forchheim Research topic: Spectral Plaque Analysis from Photon Counting CT
- 10/2022 – 01/2023: Software Engineer Intego GmbH
- 04/2020 – 07/2022: Research Assistant Fraunhofer Institut für Integrierte Schaltungen IIS
- 03/2020: Degree M. Sc. Medical Engineering FAU Erlangen-Nürnberg
- 10/2019 – 03/2020: Research Assistant Fraunhofer Institut für Integrierte Schaltungen IIS
- 12/2018 – 08/2019: Research Assistant Johns Hopkins University (Baltimore, MD, USA)
- 08/2016 – 10/2018: Research Assistant Fraunhofer Institut für Integrierte Schaltungen IIS
- 10/2015: Enrollment as student at FAU Erlangen-Nürnberg, Medical Engineering
- 08/2008 – 03/2015: B. Sc. & M. Sc. Chemistry
2024
Conference Contributions
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Automated in-silico Phantoms for Atherosclerotic Plaque Classification Models from Spectral CT
2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) (Tampa, October 26, 2024 - November 2, 2024)
In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) 2024
DOI: 10.1109/NSS/MIC/RTSD57108.2024.10656072
BibTeX: Download - , , , , , :
OrdinalNet: A Deep Learning-based Relative Image Quality Metric for Motion Compensation in CBCT
2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) (Tampa, FL, October 26, 2024 - November 2, 2024)
In: IEEE (ed.): IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD), New York, USA: 2024
DOI: 10.1109/NSS/MIC/RTSD57108.2024.10656155
URL: https://ieeexplore.ieee.org/document/10656155
BibTeX: Download - , , , , , , , , , :
Photon Counting-Based Metrics for Soft Tissue Differentiation in Coronary Plaque Analysis
2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) (Tampa, October 26, 2024 - November 2, 2024)
In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) 2024
DOI: 10.1109/NSS/MIC/RTSD57108.2024.10656858
BibTeX: Download
2023
Book Contributions
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Light field processing for media applications
In: Immersive Video Technologies, Elsevier, 2023, p. 227--264
BibTeX: Download
2021
Journal Articles
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An Automated Deep Learning Method for Tile AO/OTA Pelvic Fracture Severity Grading from Trauma whole-Body CT
In: Journal of Digital Imaging (2021)
ISSN: 0897-1889
DOI: 10.1007/s10278-020-00399-x
BibTeX: Download
2019
Journal Articles
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Enabling machine learning in X-ray-based procedures via realistic simulation of image formation
In: International Journal of Computer Assisted Radiology and Surgery 14 (2019), p. 1517-1528
ISSN: 1861-6410
DOI: 10.1007/s11548-019-02011-2
BibTeX: Download - , , , , , , , , , , :
Learning to detect anatomical landmarks of the pelvis in X-rays from arbitrary views
In: International Journal of Computer Assisted Radiology and Surgery (2019)
ISSN: 1861-6410
DOI: 10.1007/s11548-019-01975-5
BibTeX: Download
Conference Contributions
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Automated CT pelvic fracture severity grading with deep learning: association with clinical outcomes
Conference on Machine Intelligence in Medical Imaging (C-MIMI) (Austin, TX)
BibTeX: Download
| Type | Title | Status |
|---|---|---|
| MA thesis | Analyzing contrast agent inhomogeneities in the left atrial appendage | running |
| MA thesis | Deep Learning for low-dose Computed Tomography CAD systems | finished |
| MA thesis | Generation of Artificial Vessel Trees for X-ray Image Analysis | finished |
| BA thesis | Machine Learning Based Optimization of Material Decomposition in Multi-Spectral Computed Tomography | finished |