Daniel Beckmann

Current affiliations

Professorship of Geoinformatics for Sustainable Development (Prof. Risse)

0000-0002-1233-7730

Curriculum Vitae (CV)

Computer Vision / Deep Learning for (3D) Medical Images
Eye-Tracking for Computer Vision / Deep Learning Methods

Academic Education
10/2021 - 12/2024	PhD in Computer Science, University of Münster
10/2018 - 02/2021	Master of Science Computer Science, University of Münster
10/2014 - 09/2018	Bachelor of Science Computer Science, University of Münster

Publications

Human Gaze Improves Vision Transformers by Token Masking Kockwelp, Jacqueline; Beckmann, Daniel; Risse, Benjamin (2025) In: Gaze Meets Computer Vision @ Winter Conference on Applications of Computer Vision (WACV) Workshops , Tucson, Arizona, United States. Computer Vision Foundation open access. Research article in digital collection (conference) \| Peer reviewed \| Published
Gaze-assisted agent for safer integration of [18F] FDG-PET/CT AI lesion prediction into clinical workflow Wu J; Beckmann D; Miller S; Altmayer S; Chang K; Dashevsky B; Risse B; Gruhl D; Davidzon G (2025) In: Journal of Nuclear Medicine, 66(supplement 1), 251398-251398. Research article (journal) \| Peer reviewed \| Published
SAM meets Gaze: Passive Eye Tracking for Prompt-based Instance Segmentation Beckmann, Daniel; Kockwelp, Jacqueline; Gromoll, Joerg; Kiefer, Friedemann;Risse, Benjamin (2024) In: Proceedings of Machine Learning Research, 2023. Research article (journal) \| Peer reviewed \| Published
Therapy-induced modulation of tumor vasculature and oxygenation in a murine glioblastoma model quantified by deep learning-based feature extraction Bauer N; Beckmann D; Reinhardt D; Frost N; Bobe S; Erapaneedi R; Risse B; Kiefer F (2024) In: Scientific Reports, 14(1), 2034-2034. doi:10.1038/s41598-024-52268-0 Research article (journal) \| Peer reviewed \| Published
Volumetric imaging reveals VEGF-C-dependent formation of hepatic lymph vessels in mice. Bobe S, Beckmann D, Klump DM, Dierkes C, Kirschnick N, Redder E, Bauer N, Schäfers M, Erapaneedi R, Risse B, van de Pavert SA, Kiefer F (2022) In: Frontiers in cell and developmental biology, 10, 949896-949896. doi:10.3389/fcell.2022.949896 Research article (journal) \| Peer reviewed \| Published

Projects

CRC 1450 - B04: Multiscale visualisation and analysis of innate immune cell migration at sites of hypoxic inflammation in vivo

Duration: 01/01/2025 - 31/12/2028 | 2nd Funding period

Funded by: DFG - Collaborative Research Centre

Type of project: Subproject in DFG-joint project hosted at University of Münster