Research

Latest publications and group writing.

The publication list below follows the latest 15 works from Prof. Dr. Babette Dellen's Google Scholar profile, sorted by publication date.

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Latest 15 Publications

Source checked from the linked Google Scholar profile.

  1. 2026

    Anatomy-Informed Deep Learning for Abdominal Aortic Aneurysm Segmentation

    O Sufyan, M Brückmann, R Wickenhöfer, B Dellen, U Jaekel

    arXiv preprint arXiv:2604.10312

  2. 2025

    Correction to: Advancing Complex-Valued Neural Networks with Product Units for MRI Reconstruction

    Z Li, U Jaekel, B Dellen

    International Conference on Neural Information Processing, C1-C1

  3. 2025

    Advancing Complex-Valued Neural Networks with Product Units for MRI Reconstruction

    Z Li, U Jaekel, B Dellen

    International Conference on Neural Information Processing, 540-554

  4. 2025

    Combining XAI and Graph Cuts for Skin-Lesion Segmentation

    Z Husni, U Jaekel, B Dellen

    International Conference on Computational Science, 54-66

  5. 2025

    Limitations of Public Biomechanical Movement Datasets for Deep Learning: Issues of Metadata, Standardization, and Variety in Motion Types

    D Friemert, D Schnur, S Runkel, J Borsch, K Karamanidis, B Dellen, et al.

    medRxiv, 2025.05.29.25328474

  6. 2025

    Deep Residual Learning with Product Units

    Z Li, U Jaekel, B Dellen

    arXiv preprint arXiv:2505.04397

  7. 2025

    Semi-Supervised Anomaly Detection in Skin Lesion Images

    A Burgert, B Dellen, U Jaekel, D Paulus

    20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications

  8. 2024

    Data-Driven 3D Shape Completion with Product Units

    Z Li, U Jaekel, B Dellen

    International Conference on Computational Science, 302-315

  9. 2024

    Classification of Data with a Qudit, a Geometric Approach

    A Mandilara, B Dellen, U Jaekel, T Valtinos, D Syvridis

    Quantum Machine Intelligence 6 (1), 17

  10. 2024

    Predicting Nuclear Masses with Product-Unit Networks

    B Dellen, U Jaekel, PSA Freitas, JW Clark

    Physics Letters B 852, 138608

  11. 2023

    Learning the Dynamics of Concentration Fields in Vascular Stenosis with Deep Hidden Physics Models

    R Kador, H Schneider, D Biesner, B Dellen, R Sifa

    2023 IEEE International Conference on Big Data, 2523-2528

  12. 2022

    3D Object Reconstruction and 6D-Pose Estimation from 2D Shape for Robotic Grasping of Objects

    M Wolnitza, O Kaya, T Kulvicius, F Wörgötter, B Dellen

    arXiv preprint arXiv:2203.01051

  13. 2022

    6D Pose Estimation and 3D Object Reconstruction from 2D Shape for Robotic Grasping of Objects

    M Wolnitza, O Kaya, T Kulvicius, F Wörgötter, B Dellen

    2022 Sixth IEEE International Conference on Robotic Computing, 67-71

  14. 2021

    Solving Nonlinear Classification and Regression Problems by Wave Interference with a Single-Layer Complex-Valued Perceptron

    B Dellen, U Jaekel

    2021 IEEE Symposium Series on Computational Intelligence, 01-08

  15. 2019

    Feature Selection of Neural Networks Is Skewed Towards the Less Abstract Cue

    M Wolnitza, B Dellen

    arXiv preprint arXiv:1908.03000

Group Articles

Existing explanatory writing remains available as group articles.

Gödel Numbering

Arithmetic learns to read its own sentences.

Read article

Dynamical Systems and Neural Networks

Neural networks as dynamical systems in disguise.

Read article

Dropout Technique in Neural Networks

Hinton's third most cited paper.

Read article