Research Foci
- Machine / Deep Learning for Image Processing
- Small Object / Insect Detection and Tracking
- Representation Learning
- Biomedical Imaging
CV
Academic Education
- Ph. D. studies (Dr. rer. nat.), Computer Vision and Machine Learning Systems (Prof. Benjamin Risse)
- Master of Science (Computer Science), University of Münster
Honors
- Paper of the Month – Medizinische Fakultät der Universität Münster
Publications
- . . ‘Towards a Dynamic Vision Sensor-based Insect Camera Trap.’ Contributed to the Winter Conference on Applications of Computer Vision 2024, Waikoloa, Hawaii.
- . . ‘Deep learning predicts therapy-relevant genetics in acute myeloid leukemia from Pappenheim-stained bone marrow smears.’ Blood Advances 8, № 1: 70–79. doi: 10.1182/bloodadvances.2023011076.
- . . ‘Tracking Tiny Insects in Cluttered Natural Environments using Refinable Recurrent Neural Networks.’ Contributed to the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii. doi: 10.1109/WACV57701.2024.00697.
- . . ‘Narrowing Attention in Capsule Networks.’ In 26th International Conference on Pattern Recognition, edited by , 2679–2685. New York City: Wiley-IEEE Press.
- . . ‘Cell Selection-based Data Reduction Pipeline for Whole Slide Image Analysis of Acute Myeloid Leukemia.’ In The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR), edited by , 1825–1834. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. doi: 10.1109/CVPRW56347.2022.00199.
- . . ‘Touch Recognition on Complex 3D Printed Surfaces using Filter Response Analysis.’ In IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops (VRW), edited by , 195–200. New York City: Wiley-IEEE Computer Society Press. doi: 10.1109/VRW52623.2021.00043.
- . . ‘Towards Visual Insect Camera Traps.’ Contributed to the International Conference on Pattern Recognition (ICPR) Workshop on Visual observation and analysis of Vertebrate And Insect Behavior (VAIB), Milan.
