Dr. Florian Eilers
Research Associate
Tel. +49 251 83 - 32751
florian.eilers(AT)uni-muenster.de
University of Münster
Department of Computer Science
Einsteinstrasse 62
D-48149 Münster
Office 602b
Consultation hour: by appointment
Research Areas
- Medical image processing
- Complex-valued image processing
- Complex-valued neural networks
CV
Education
- 2018-2020: Master of Science, Mathematics for Medicine and Life Sciences, University of Lübeck
- 2019: Semester abroad: University of Helsinki
- 2015-2018: Bachelor of Science, Mathematics, University of Münster
Positions
- since 2020: Research Assistant at the Institute for Computer Science, University of Münster
- since 2022: Guest researcher at Department of Nuclear Medicine, University Hospital Münster
Teaching
- Lecture: Computer Vision [102114]
(in cooperation with Xiaoyi Jiang, Malte Nick and Christof Duhme)- Practical tutorial: Begleitendes Praktikum zu Computer Vision [102115]
(in cooperation with Xiaoyi Jiang, Malte Nick and Christof Duhme)- Lecture: Datenbanken [100114]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- V/Ü: Mustererkennung [100116]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- Practice: Übung zur Vorlesung Datenbanken [100115]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- Lecture: Computer Vision [108114]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- Project seminar: Projektseminar: Clinically Relevant Text Generation from Medical Images [108120]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- Practical tutorial: Begleitendes Praktikum zu Computer Vision [108115]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- V/Ü: Compilerbau [106112]
(in cooperation with Christof Duhme and Dietmar Lammers)- Lecture: Computer Vision [104562]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- Project seminar: Projektseminar: Generative Image Models: The Evolution to Diffusion Models [104580]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- Practical tutorial: Begleitendes Praktikum zu Computer Vision [104563]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- V/Ü: Mustererkennung [102086]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- Practical tutorial: Praktikum zur Vorlesung Mustererkennung [102087]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- Project seminar: Adversarial Attacks in Medical Imaging: A Team Competition for Robustness in Neural Networks and Attack Algorithms [100120]
(in cooperation with Xiaoyi Jiang and Christof Duhme)- Practical tutorial: Praktikum zur Vorlesung Mustererkennung [108114]
(in cooperation with Xiaoyi Jiang, Andreas Nienkötter and Christof Duhme)- Project seminar: Projektseminar: Machine Learning for Medical Imaging: Taking SIRT to the Next Level [106065]
(in cooperation with Christof Duhme and Xiaoyi Jiang) - Practical tutorial: Begleitendes Praktikum zu Computer Vision [102115]
Publications
- Duhme, Christof, Eilers, Florian, and Jiang, Xiaoyi. . “Exploring Sparsity and Smoothness of Arbitrary lp-Norms in Adversarial Attacks.” Preprint. arXiv doi: 10.48550/arXiv.2602.06578.
- Eilers, Florian, Duhme, Christof, and Jiang, Xiaoyi. . “Perturbing the Phase: Analyzing Adversarial Robustness of Complex-Valued Neural Networks.” Preprint. arXiv doi: 10.48550/arXiv.2602.06577.
- Wolff, Matthias, Eilers, Florian, and Jiang, Xiaoyi. . “CVKAN: Complex-valued Kolmogorov-Arnold Networks.” in Proc. of IJCNN, edited by IEEE. Rome, Italy: Wiley-IEEE Computer Society Press. doi: 10.1109/IJCNN64981.2025.11227425.
- Eilers, Florian, and Jiang, Xiaoyi. . “Initializing complex-valued neural networks from their pretrained real-valued counterparts.” in Proc. of IJCNN, edited by N/A. Rome: Wiley-IEEE Computer Society Press.
- Eilers, F, and Jiang, X. . “Building blocks for a complex-valued transformer architecture.” in Proc. of ICASSP, edited by N/A. N/A: Wiley-IEEE Press.
- Drees, D, Eilers, F, and Jiang, X. . “Hierarchical random walker segmentation for large volumetric biomedical images.” IEEE Transactions on Image Processing 31: 4431–4446. doi: 10.1109/TIP.2022.3185551.
- Drees, D, Eilers, F, Bian, A, and Jiang, X. . “A Bhattacharyya coefficient-based framework for noise model-aware random walker image segmentation.” in Proc. of GCPR, edited by B Andres, F Bernard, D Cremers, S Frintrop, B Goldlücke and I Ihrke. Cham, Switzerland: Springer Nature.