Dr. Matthias Keicher

Research Interests

• Medical applications of vision-language models and visual question answering (VQA)
• Clinical reasoning agents and reinforcement learning for iterative and sequential decision making
• Holistic clinical decision support systems considering all patient data
• Large Language Models (LLMs) for “human in the loop” clinical reasoning and decision support
• Generative models for interpretable feature extraction and counterfactual explanations
• Multimodal deep learning for medical applications

Curriculum vitae

Matthias Keicher is a Postdoc at the Chair for Computer Aided Medical Procedures based at the IFL Lab in the hospital Klinikum rechts der Isar in Munich. He leads a research team with a focus on structured report generation and clinical applications of vision-language models funded by the DIVA project.

• 12/2024 - current: Postdoc at the Chair for Computer Aided Medical Procedures
• 09/2019 - 12/2024: PhD student at the Chair for Computer Aided Medical Procedures
• 02/2019 - current: Research Manager at the Chair for Computer Aided Medical Procedures
• 08/2016 - 12/2018: CTO and Managing Director of SurgicEye GmbH
  • Dosimetry, interventional radiology and radio-embolisation
• 05/2015 - 07/2016: Director of Business Development, SurgicEye GmbH
  • Minimally-invasive breast cancer staging
• 09/2013 - 04/2015: Product Manager, SurgicEye GmbH
  • Intraoperative SPECT imaging and Ultrasound fusion
• 10/2006 - 06/2013: Mechanical Engineering and Management at TUM (Dipl.-Ing.)
  • Focus on biomedical engineering and medical devices

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