KI in der medizinischen Bild- und Signalverarbeitung

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1. Malte Luttermann; Ralf Möller; Marcel Gehrke

   Lifting Factor Graphs with Some Unknown Factors for New Individuals

   In: Zied Bouraoui; Srdjan Vesic (Hrsg.). International Journal of Approximate Reasoning (IJAR), Vol. 179, No. 04/2025 (article 109371), Pages 1-28, Elsevier, 4/2025.

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

   Surrogate-based Respiratory Motion Estimation using Physics-enhanced Implicit Neural Representations

   In: Christoph Palm; Katharina Breininger; Thomas Deserno; Heinz Handels; Andreas Maier; Klaus H. Maier-Hein; Thomas M. Tolxdorff (Hrsg.). Bildverarbeitung für die Medizin 2025. Workshop Bildverarbeitung für die Medizin (BVM-2025), March 10-11, Regensburg, Germany, Pages 13-18, ISBN 978-3-658-47422-5, Springer Fachmedien Wiesbaden, Wiesbaden, 3/2025.

3. Mathias Eulers; Christine Droigk; Marco Maass; Alfred Mertins

   Deconvolution of direct reconstructions in 3D

   In: International Journal on Magnetic Particle Imaging, Vol. 11, No. 1 Suppl. 1, Pages 1-2, Infinite Science Publishing, 3/2025.

4. Reuben Dorent; Roya Khajavi; Tagwa Idris; Erik Ziegler; Bhanusupriya Somarouthu; Heather Jacene; Ann LaCasce; Jonathan Deissler; Jan Ehrhardt; Sofija Engelson; Stefan M. Fischer; Yun Gu; Heinz Handels; Satoshi Kasai; Satoshi Kondo; Klaus Maier-Hein; Julia A. Schnabel; Guotai Wang; Litingyu Wang; Tassilo Wald; Guang-Zhong Yang; Hanxiao Zhang; Minghui Zhang; Steve Pieper; Gordon Harris; Ron Kikinis; Tina Kapur

   LNQ 2023 challenge: Benchmark of weakly-supervised techniques for mediastinal lymph node quantification

   In: Steve Pieper; Erik Ziegler; Tawa Idris; Bhanusupriya Somarouthu; Reuben Dorent; Gordon Harris; Ron Kikinis (Hrsg.). Machine Learning for Biomedical Imaging (MELBA), Vol. 3, Pages 1-15, MELBA Journal, 2/2025.

5. Nele Brügge; Alexandra Korda; Stefan Borgwardt; Christina Andreou; Giorgos Giannakakis; Heinz Handels

   Bag-Level Multiple Instance Learning for Acute Stress Detection from Video Data

   In: Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies - HEALTHINF. International Conference on Health Informatics (HEALTHINF-2025), February 19-22, Porto, Portugal, ISBN 978-989-758-731-3, SciTePress, 2025.

6. Malte Luttermann; Tanya Braun; Ralf Möller; Marcel Gehrke

   Estimating Causal Effects in Partially Directed Parametric Causal Factor Graphs

   In: Sébastien Destercke; Maria Vanina Martinez; Giuseppe Sanfilippo (Hrsg.). Proceedings of the Sixteenth International Conference on Scalable Uncertainty Management. International Conference on Scalable Uncertainty Management (SUM-2024), November 27-29, Palermo, Italy, Pages 265-280, Vol. 15350, Springer, 11/2024.

7. Marco Maass; Tobias Kluth; Christine Droigk; Hannes Albers; Konrad Scheffler; Alfred Mertins; Tobias Knopp

   Equilibrium Model With Anisotropy for Model-Based Reconstruction in Magnetic Particle Imaging

   In: IEEE Transactions on Computational Imaging, Vol. 10, Pages 1588-1601, IEEE, 11/2024.

8. Malte Luttermann; Johann Machemer; Marcel Gehrke

   Efficient Detection of Commutative Factors in Factor Graphs

   In: Proceedings of the Twelfth International Conference on Probabilistic Graphical Models (PGM-2024). International Conference on Probabilistic Graphical Models (PGM-2024), September 11-13, Nijmegen, Netherlands, Pages 38-56, Vol. 246, PMLR, 9/2024.

9. Malte Luttermann; Ralf Möller; Mattis Hartwig

   Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models

   In: Andreas Hotho; Sebastian Rudolph (Hrsg.). Proceedings of the Forty-Seventh German Conference on Artificial Intelligence. German Conference on Artificial Intelligence (KI-2024), September 25-27, Würzburg, Germany, Pages 175-189, Vol. 14992, Springer, 8/2024.

10. Sebastian Germer; Christiane Rudolph; Louisa Labohm; Alexander Katalinic; Natalie Rath; Katharina Rausch; Bernd Holleczek; AI-Care Working Group; Heinz Handels

    Survival analysis for lung cancer patients: A comparison of Cox regression and machine learning models

    In: International Journal of Medical Informatics (IJMEDI), Vol. 191, Pages 105607-105607, Elsevier, 8/2024.

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