AI in Medical Image and Signal Processing

Page 1 of 11.

1. Sebastian Germer; Markus Sauerberg; Ole Johanns; Christiane Rudolph; Christopher Gundler; Stefan Meisegeier; Khalid Abnaof; Soo-Zin Kim-Wanner; Anna Krauß; Manuela Langholz; Sabine Luttmann; Natalie Rath; Katharina Rausch; Alexander Katalinic; Heinz Handels; Alice Nennecke; Henrik Kusche

   Harmonizing regional cancer registry data to facilitate Germany-wide epidemiological analyses

   In: International Journal of Medical Informatics (IJMEDI), Vol. 220, Page 106586, Elsevier, 11/2026.

2. 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.

3. Sofija Engelson; Bennet Kahrs; Timo Kepp; Julia Andresen; Heinz Handels; Jan Ehrhardt

   Revealing and Reducing Morphological Biases Using Implicit Neural Representations for Medical Image Registration

   In: Yuankai Huo; Mingchen Gao; Chang-Fu Kuo; Yueming Jin; Ruining Deng (Hrsg.). Proceedings of The 9th International Conference on Medical Imaging with Deep Learning. Medical Imaging with Deep Learning (MIDL-2026), located at MIDL-2026, July 8-10, Taipei, Taiwan, Province of China, Pages 4026-4041, Proceedings of Machine Learning Research, Vol. 315, PMLR, 7/2026.

4. 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.

5. 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. Article OP 046, ISBN 978-3-948023-45-4, Conventus Congressmanagement & Marketing GmbH, Jena, 6/2026.

6. 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.

7. 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.

8. Xinghao Wang; Marco Maass; Yuanheng Zhang; Chen Li; Xinyu Huang; Hongzan Sun; Marcin Grzegorzek

   Deep Learning Framework for Brain Age Prediction Integrating Gray Matter Structure and White Matter Microstructure

   In: Heinz Handels; Katharina Breininger; Thomas Deserno; Andreas Maier; Klaus Maier-Hein; Christoph Palm; Thomas Tolxdorff (Hrsg.). Bildverarbeitung für die Medizin 2026. German Conference on Medical Image Computing (BVM-2026), March 15-17, Lübeck, Germany, Pages 458-463, ISBN 978-3-658-51100-5, Springer Fachmedien Wiesbaden, 3/2026.

9. 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.

10. 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.

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