Joshua Scheuplein
Lehrstuhl für Informatik 5 (Mustererkennung)
Research associates
Address
Martensstraße 3
91058 Erlangen
09.153 09
Research Topic: Metal Artifact Avoidance in Intraoperative CBCT Imaging
Research Group: Inverse Problems and Applications
Cooperation Partner: Siemens Healthineers AG, Forchheim
Since 02/2025:
PhD candidate at the Pattern Recognition Lab in cooperation with Siemens Healthineers
Topic: "Metal Artifact Avoidance (MAA) in Intraoperative Cone-Beam CT (CBCT) Imaging"
10/2022 - 01/2025:
Master of Science, Advanced Signal Processing and Communications Engineering (ASC)
Master's Thesis: "Development of a Foundational Feature Extraction Model for Medical X-Ray Images"
10/2018 - 09/2022:
Bachelor of Science, Elektrotechnik - Elektronik - Informationstechnik (EEI)
Bachelor's Thesis: "Analysis of ECG-derived Respiration for Use in Transcutaneous Vagus Nerve Stimulation (tVNS) Device"
2026
Conference Contributions
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Abstract: DINO Adapted to X-ray (DAX)
German Conference on Medical Image Computing (Lübeck, March 15, 2026 - March 17, 2026)
In: Bildverarbeitung für die Medizin 2026, Wiesbaden: 2026
DOI: 10.1007/978-3-658-51100-5_44
BibTeX: Download - , , , , :
AI-based Dual-domain Framework for Gridline Suppression in Digital Radiography
German Conference on Medical Image Computing (Lübeck, March 15, 2026 - March 17, 2026)
In: Bildverarbeitung für die Medizin 2026, Wiesbaden: 2026
DOI: 10.1007/978-3-658-51100-5_67
BibTeX: Download - , , , , , , :
Parameter-efficient Finetuning of Foundational Models for Text-guided X-ray Image Segmentation
German Conference on Medical Image Computing (Lübeck, March 15, 2026 - March 17, 2026)
In: Bildverarbeitung für die Medizin 2026, Wiesbaden: 2026
DOI: 10.1007/978-3-658-51100-5_10
BibTeX: Download - , , :
Prediction of Patient and Mobile C-arm Orientation in Orthopedic Trauma Procedures
German Conference on Medical Image Computing (Lübeck, March 15, 2026 - March 17, 2026)
In: Bildverarbeitung für die Medizin 2026, Wiesbaden: 2026
DOI: 10.1007/978-3-658-51100-5_43
BibTeX: Download - , , , :
From Unlabeled Data to Clinical Applications: Foundation Models in Medical Imaging
CAOS 2025: The 25th Annual Meeting of the International Society for Computer Assisted Orthopaedic Surgery (Davos, June 16, 2025 - June 19, 2025)
In: Joshua William Giles, Aziliz Guezou-Philippe (ed.): Proceedings of The 25th Annual Meeting of the International Society for Computer Assisted Orthopaedic Surgery 2026
DOI: 10.29007/h2m6
BibTeX: Download - , , , :
Metal Artifact Avoidance: Improved CBCT Image Quality through Tilted C-Arm 3D Scans
CAOS 2025: The 25th Annual Meeting of the International Society for Computer Assisted Orthopaedic Surgery (Davos, June 16, 2025 - June 19, 2025)
In: Joshua William Giles, Aziliz Guezou-Philippe (ed.): Proceedings of The 25th Annual Meeting of the International Society for Computer Assisted Orthopaedic Surgery 2026
DOI: 10.29007/1q88
BibTeX: Download - , , , :
DINO Adapted to X-Ray (DAX): Foundation Models for Intraoperative X-Ray Imaging
28th International Conference on Medical Image Computing and Computer Assisted Intervention (Daejeon, September 23, 2025 - September 27, 2025)
In: Gee JC, Alexander DC, Hong J, Iglesias JE, Sudre CH, Venkataraman A, Golland P, Kim JH, Park J (ed.): Medical Image Computing and Computer Assisted Intervention - MICCAI 2025, Cham: 2026
DOI: 10.1007/978-3-032-05127-1_14
BibTeX: Download
Current Theses & Projects
| Title | Type | Student | Period | Status |
|---|---|---|---|---|
| Deep Learning-Based Landmark Detection for Intraoperative Femoral Antetorsion Estimation | MA thesis | Michael Weig | Apr 2026 – Oct 2026 | running |
| Development of a Foundation Model for Real-Time Applications in Interventional X-Ray Imaging | MA thesis | Arash Mousavi | Mar 2026 – Sep 2026 | running |
| Synthetic Data Generation and Deep Learning-Based Object Detection and Segmentation for Interventional Devices in Cardiac and Neurovascular Fluoroscopy | MA thesis | Mersad Shoaei Taklimi | Mar 2026 – Sep 2026 | running |
| Prediction of CBCT Image Quality based on Fluoro Scout Images | MA thesis | Tobias Riß | Oct 2025 – Oct 2026 | running |
| Investigating DETR Architectures as Implant Detection Model for Metal Artifact Avoidance Application | MA thesis | Maximilian Rittler | Dec 2025 – Jun 2026 | running |
| Evaluation of One-Stage Object Detectors for Implant Detection in Intraoperative CBCT Projection Images | MA thesis | Yang Yuan | Jan 2026 – Jul 2026 | running |
Completed Theses & Projects
| Title | Type | Student | Period | Status |
|---|---|---|---|---|
| Estimation of Patient and Mobile C-Arm Orientation in Intraoperative CBCT Imaging | MA thesis | Anne Leipertz | Oct 2025 – Apr 2026 | finished |
| Gridline Suppression in X-Ray Imaging Using Global Feature-Augmented U-Nets | MA thesis | Shadi Khamseh | Jul 2025 – Jan 2026 | finished |
| Deep Learning-Based Classification of Body Regions in Intraoperative X-Ray Images | MA thesis | Anindya Banerjee | Aug 2025 – Feb 2026 | finished |
| Towards Adaptation of Foundational Models for Prompt-Guided X-Ray Image Segmentation | MA thesis | Maeen Abdelbadea Nasralla Alikarrar | Jun 2025 – Dec 2025 | finished |