Florian Goldmann
Lehrstuhl für Informatik 5 (Mustererkennung)
Research associates
Address
Martensstraße 3
91058 Erlangen
- 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
No projects found.
2026
Journal Articles
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Challenging Hounsfield Unit cutoffs: spectral thresholding for synthetic coronary plaque phantoms on photon-counting CT
In: Journal of Medical Imaging 13 (2026), Article No.: 024003
ISSN: 2329-4310
DOI: 10.1117/1.JMI.13.2.024003
BibTeX: Download
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
No awards found.
Current Theses & Projects
| Title | Type | Student | Period | Status |
|---|---|---|---|---|
| Analyzing contrast agent inhomogeneities in the left atrial appendage | MA thesis | Seyedeh Zeinab Zarrabi | Apr 2026 – Oct 2026 | running |
Completed Theses & Projects
| Title | Type | Student | Period | Status |
|---|---|---|---|---|
| Deep Learning for low-dose Computed Tomography CAD systems | MA thesis | Zeinab Meivand | Apr 2025 – Sep 2025 | finished |
| Generation of Artificial Vessel Trees for X-ray Image Analysis | MA thesis | Somali Roy | Jan 2025 – Jul 2025 | finished |
| Machine Learning Based Optimization of Material Decomposition in Multi-Spectral Computed Tomography | BA thesis | Thilo Negendanck | Apr 2024 – Sep 2024 | finished |