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 Prof. Dr. Xiaoyi Jiang and Christof Duhme)- [ – | Tue, – | | M B 5 (M 5)]
- [ – | Wed, – | | M B 6 (M 6)]
- Practical tutorial: Begleitendes Praktikum zu Computer Vision [102115]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- Lecture: Datenbanken [100114]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- [ – | Wed, – | | M B 2 (M 2)]
- [ – | Fri, – | | M B 2 (M 2)]
- [ – | Single Course | SRZ 104]
- V/Ü: Mustererkennung [100116]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- [ – | Wed, – | | M B 3 (M 3)]
- [ – | Fri, – | | M B 3 (M 3)]
- Practice: Übung zur Vorlesung Datenbanken [100115]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- [ – | Tue, – | | SRZ 117]
- [ – | Tue, – | | SRZ 117]
- [ – | Wed, – | | SRZ 117]
- [ – | Wed, – | | SRZ 117]
- [ – | Wed, – | | SRZ 117]
- [ – | Single Course]
- Lecture: Computer Vision [108114]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- Project seminar: Projektseminar: Clinically Relevant Text Generation from Medical Images [108120]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- Practical tutorial: Begleitendes Praktikum zu Computer Vision [108115]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- V/Ü: Compilerbau [106112]
(in cooperation with Dr. Dietmar Lammers and Christof Duhme)- Lecture: Computer Vision [104562]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- Project seminar: Projektseminar: Generative Image Models: The Evolution to Diffusion Models [104580]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- Practical tutorial: Begleitendes Praktikum zu Computer Vision [104563]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- V/Ü: Mustererkennung [102086]
(in cooperation with Prof. Dr. Xiaoyi Jiang and Christof Duhme)- Practical tutorial: Praktikum zur Vorlesung Mustererkennung [102087]
(in cooperation with Prof. Dr. 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 Prof. Dr. Xiaoyi Jiang and Christof Duhme)- Practical tutorial: Praktikum zur Vorlesung Mustererkennung [108114]
(in cooperation with Prof. Dr. 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 Prof. Dr. Xiaoyi Jiang and Christof Duhme)
- Lecture: Computer Vision [102114]
Publications
- Wolff, Matthias, Eilers, Florian, and Jiang, Xiaoyi. in Kürze. “CVKAN: Complex-valued Kolmogorov-Arnold Networks.” Preprint. in Proc. of IJCNN doi: 10.48550/arXiv.2502.02417.
- Eilers, Florian, and Jiang, Xiaoyi. in Kürze. “Initializing complex-valued neural networks from their pretrained real-valued counterparts.” in Proc. of IJCNN
- 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.