Photon Science

Utilizing AI in various areas of imaging applications for Petra-3 and FLASH

Contacts

To get in touch with the photon-science team, please contact Philipp Heuser

Team Members

1. Philipp Heuser
2. Frank Schluenzen

Related projects

• acclaim
• amalea
• Helmholtz Analytics Framework
• Helmholtz Imaging
• hir3x
• mdlma
• PickYOLO
• SRµCT segmentation
• UniSef

Recent publications

1. Analysis of mean-field models arising from self-attention dynamics in transformer architectures with layer normalization: Martin Burger et al., arXiv, doi: 10.48550/arXiv.2501.03096
2. Learning phase-space flows using time-discrete implicit Runge-Kutta PINNs: Álvaro Fernández Corral et al., arXiv, doi: 10.48550/arXiv.2409.16826
3. Neural network analysis of neutron and X-ray reflectivity data incorporating prior knowledge: Valentin Munteanu et al., J Appl Cryst, doi: 10.1107/S1600576724002115
4. PickYOLO: Fast deep learning particle detector for annotation of cryo electron tomograms: Erik Genthe et al. et al., Journal of Structural Biology, doi: 10.1016/j.jsb.2023.107990
5. Tracking perovskite crystallization via deep learning-based feature detection on 2D X-ray scattering data: Vladimir Starostin et al., npj Comput Mater, doi: 10.1038/s41524-022-00778-8