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IMI | Institute of Medical Informatics
University of Lübeck - Institute of Medical Informatics - Institute

Institute of Medical Informatics

 Director: Prof. Dr. rer. nat. habil. Heinz Handels
 

  • Artificial Intelligence and Deep Learning in Medicine
  • Medical Image Processing and Virtual Reality Simulation
  • Integration and Utilisation of Medical Data
  • Sensor Data Analysis for Assistive Health Technologies

Medical Image Computing and Artificial Intelligence

Prof. Dr. rer. nat. habil. Heinz Handels

  • Machine Learning methods in Medical Image Processing
  • Deep CNNs for Medical Image Segmentation and Classification
  • Generation of Synthetic Medical Images
  • Model-based Segmentation and Registration of Medical Image Data
  • 4D Image Processing for Analysis of Organ and Lesion Changes
  • Virtual Reality Simulations for Training and Planning of Interventions

Medical Data Science

 Prof. Dr.-Ing. habil. Marcin Grzegorzek

  • Assessment of Physical and Psychological Signals
  • Data Science for Assistive Health Technologies
  • Recognition of Physical and Cognitive Activities
  • Sensor-based Gait and Movement Analysis
  • Data Science in Nutritional Medicine
  • Sensor-based Pain and Emotion Recognition

Medical Deep Learning

Prof. Dr. Mattias Heinrich

  • Multimodal Learning & Efficient Deep Networks
  • 3D Medical Image Registration & Segmentation
  • Explainable AI & Geometric Deep Learning

Medical Data Engineering

Prof. Dr. rer. nat. habil. Josef Ingenerf

  • Semantic Interoperability via Standardized Data Models
  • Networking of point-of-care Medical Devices
  • Reference Terminologies such as SNOMED CT and Metadata Repositories
  • ETL Processes using Mapping and Terminology Server Services
  • Personalized Medicine: Decision Support in the Molecular Tumor Board
  • Disease Surveillance: Infection Control and Outbreak Detection
  • Data Protection & Ethically legitimate Biobank/study Management

HiGHmed

HiGHmed-Project within the BMBF-MI-Initiative

  • Data Integration Center UKSH MeDIC
  • Use Case Infection Control
  • Use Case Molecular Tumor Board (MTB)

Prof. Dr. rer. nat. habil. Heinz Handels

Medical Image Computing and Artificial Intelligence

Prof. Dr.-Ing. habil. Marcin Grzegorzek

Medical Data Science

Prof. Dr. Mattias Heinrich

Medical Deep Learning

Prof. Dr. rer. nat. habil. Josef Ingenerf

Medical Data Engineering

 

Program of Study

Study Medical Informatics
at the University of Lübeck

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        Institute of Medical Informatics
        Tel:  +49 451 3101 5601
        Fax: +49 451 3101 5604
        Email: sekretariat(at)imi.uni-luebeck.de