Über Luca
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Projekt- und Berufserfahrung
- University Hospital HeidelbergDoctoral ResearcherFORSCHUNGJuli 2023 - Heute (2 Jahre und 11 Monate)Heidelberg, BW, GermanyDoctoral Researcher working on improvement of pulmonary embolism detection and risk stratification using AI
- Development and training of deep learning models for automated segmentation of anatomic regions using modern AI model architectures
- Design of multi-stage AI pipelines combining segmentation, classification, and quantification, incorporating topology-aware losses and iterative refinement approaches
- Processing and conversion of medical imaging data between DICOM, NIfTI, and MATLAB formats using SimpleITK, nibabel, and scikit-image
- Application of advanced image processing techniques including Frangi vesselness filtering, medical image registration, and 3D segmentation refinement in 3D Slicer
- Statistical evaluation of model performance using DeLong, McNemar, and Mann-Whitney U tests with metrics such as Dice coefficient and Hausdorff distance (HD95)
- Curation and quality control of a large-scale dataset of 500+ expert-segmented CT scans in collaboration with trained radiologists
- Department of Diagnostic and Interventional RadiologyScientific AssociateMEDIZINSeptember 2022 - Heute (3 Jahre und 9 Monate)Heidelberg, Deutschland
- Administration and maintenance of Linux-based research servers including containerized services managed via Docker
- Management of clinical imaging data transfer workflows and PACS integration using ADIT/OpenRadx with Orthanc DICOM servers
- Development of automated data processing pipelines and batch transfer scripts in Python and bash
- Setup and maintenance of PostgreSQL databases for structured clinical and research data
- Troubleshooting and optimization of DICOM transfer protocols and presentation context negotiation across clinical and research networks
- Version control and reproducibility management using Git across collaborative research projects
- Department of Diagnostic and Interventional Radiology University Hospital HeidelbergStudent Research AssistantApril 2021 - Februar 2022 (10 Monate)Heidelberg, BW, GermanyWorking in the Institute of Medical Biometry and Informatics - Department of Medical Informatics as a working student
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Ausbildung und Abschlüsse
- Design Thinking – Probleme interdisziplinär lösenDesign Thinking – Probleme interdisziplinär lösen
- Master of ScienceRuprecht-Karls-Universität Heidelberg2021Master of Science