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Luca DulzLD

Luca Dulz

Medical Computer Scientist

125 €/Tag
Heidelberg, DE
3-7 Jahre

Durchschnittliche Reaktionszeit: 1h

Über Luca

Informatiker und Doktorand am Universitätsklinikum Heidelberg mit Schwerpunkt auf der Entwicklung KI-gestützter Methoden zur medizinischen Bildanalyse. Mit einem Hintergrund in Biomedizintechnik und Medizinischer Informatik verbinde ich klinische Radiologie mit Deep Learning — und übersetze komplexe medizinische Anforderungen in robuste, praxistaugliche Lösungen. Erfahren sowohl in der forschungsorientierten Modellentwicklung als auch in klinischer IT-Infrastruktur, von der Trainingspipeline für Segmentierungsnetzwerke bis hin zur PACS-Anbindung und containerisierten Datenverarbeitung.

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Computer Scientist and Doctoral Researcher at University Hospital Heidelberg, developing AI-driven methods for medical image analysis with a focus on automated detection and quantification of pulmonary embolism. With a background in Biomedical Engineering and Medical Computer Science, I bridge the gap between clinical radiology and deep learning — translating complex medical requirements into robust, deployable solutions. Experienced in both research-oriented model development and hands-on clinical IT infrastructure, from training segmentation networks to managing PACS integration and containerized data pipelines.
  • Deutsch

    Muttersprachlich oder zweisprachig

  • Englisch

    Muttersprachlich oder zweisprachig

  • Italienisch

    Verhandlungssicher

Nur remote
Führt Projekte hauptsächlich remote aus

Projekt- und Berufserfahrung

  • University Hospital Heidelberg
    Doctoral Researcher
    FORSCHUNG
    Juli 2023 - Heute (2 Jahre und 11 Monate)
    Heidelberg, BW, Germany
    Doctoral 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 Radiology
    Scientific Associate
    MEDIZIN
    September 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 Heidelberg
    Student Research Assistant
    April 2021 - Februar 2022 (10 Monate)
    Heidelberg, BW, Germany
    Working 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 lösen
    Design Thinking – Probleme interdisziplinär lösen
  • Master of Science
    Ruprecht-Karls-Universität Heidelberg
    2021
    Master of Science

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