KI in der medizinischen Bild- und Signalverarbeitung

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1. Nele Brügge; Alexandra Korda; Heinz Handels; Giorgos Giannakakis

   Task-aware multiple instance learning for stress detection from facial video data

   In: Journal of Affective Disorders (JAD), Vol. 405, Page 121472, Elsevier, 7/2026.

2. Sebastian Germer; Christiane Rudolph; Nina Wiegers; Soo-Zin Kim-Wanner; Heinz Handels; AI-CARE Working Group

   Primary Mediastinal B-Cell Lymphoma: Insights from a Multi-Registry Dataset

   DKR e.V. Jahrestagung mit Plattform § 65c 2026, Page 35, 6/2026.

3. Robert Simon Schiff; Natalie Kohler; Mareike Böckel; Ralf Möller; Mattis Hartwig; Sebastian Wolfrum

   Developement of an AI-Supported Triage System for Safe Patient Allocation in Integrated Emergency Centers

   In: Abstracts of the 25th International Conference on Emergency Medicine (ICEM 2026). International Conference on Emergency Medicine (ICEM-2026), June 9-13, Hamburg, Germany, Germany, Pages 30-31, No. 46, ISBN 978-3-948023-45-4, Conventus Congressmanagement & Marketing GmbH, Jena, 6/2026.

4. Sofija Engelson; Jan Ehrhardt; Yannic Elser; Malte M. Sieren; Julia Andresen; Stefanie Schierholz; Tobias Keck; Daniel Drömann; Jörg Barkhausen; Heinz Handels

   Interpretable Mediastinal Lymph Node Station Classification and N-staging on CT and PET/CT Images

   In: Heinz Handels; Katharina Breininger; Thomas Deserno; Andreas Maier; Klaus Maier-Hein; Christoph Palm; Thomas Tolxdorff (Hrsg.). Bildverarbeitung für die Medizin 2026 - Proceedings, German Conference on Medical Image Computing. German Conference on Medical Image Computing (BVM-2026), March 15-17, Lübeck, Germany, Pages 1-9, ISBN 978-3-658-51100-5, Springer Fachmedien Wiesbaden, 3/2026.

5. Marc Seibel; Nele Brügge; Timo Kepp; Bennet Kahrs; Jan Ehrhardt; Heinz Handels

   Revealing Eye-dentity: Foundation Models Enable Re-identification from Retinal OCT

   In: Heinz Handels; Katharina Breininger; Thomas Deserno; Andreas Maier; Klaus Maier-Hein; Christoph Palm; Thomas Tolxdorff (Hrsg.). Bildverarbeitung für die Medizin 2026 Proceedings, German Conference on Medical Image Computing. Workshop Bildverarbeitung für die Medizin (BVM-2026), Lübeck, Germany, Pages 63-69, ISBN 978-3-658-51100-5, Springer Vieweg, Wiesbaden, 3/2026.

6. Sofija Engelson; Jan Ehrhardt; Heinz Handels

   Finetuning medical vision‑language models for interpretable and fine‑grained disease classification

   In: Medical Imaging 2026: Computer-Aided Diagnosis. SPIE Medical Imaging (SPIE-2026), February 15-19, Vancouver, British Columbia, Canada, SPIE, 2/2026.

7. Sofija Engelson; Yannic Elser; Malte Maria Sieren; Jan Ehrhardt; Julia Andresen; Stefanie Schierholz; Tobias Keck; Daniel Drömann; Jörg Barkhausen; Heinz Handels

   Deep learning-based mediastinal lymph node assessment on PET/CT images without pixel-level annotations

   In: Journal of Medical Imaging (JMI), Vol. 13, No. 1, Pages 1-18, SPIE, 2/2026.

8. Robert Simon Schiff; Natalie Kohler; Mareike Böckel; Ralf Möller; Sebastian Wolfrum; Mattis Hartwig

   Early Prediction of Hospital Admission and Specialty for Proactive Bed Allocation in the Emergency Department

   In: npj Digital Medicine, Nature Portfolio, 1/2026.

9. Julius Verrel; Ronja Schappert; Nele Brügge; Tina Steinhagen; Tobias Bäumer; Yifan Hao; Roland Stenger; Christian Beste; Sebastian Fudickar; Veit Roessner; Alexander Münchau

   Eye blinking abnormalities in Tourette syndrome: Blink more or blink differently?

   In: Parkinsonism & Related Disorders, Vol. 142, No. 108121, Pages 1-4, Elsevier, 1/2026.

10. Jan Boysen; Hristina Uzunova; Heinz Handels; Jan Ehrhardt

    Biophysics-Enhanced Neural Representations for Patient-Specific Respiratory Motion Modeling

    In: Machine Learning for Biomedical Imaging (MELBA), Vol. 2026 - MELBA–BVM 2025 Special Issue, Pages 148-159, MELBA, 2026.

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