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    Photon Science

    … and machine learning

    • Research
      • Accelerators
      • Astroparticle Physics
      • Information Technology
      • Particle physics
      • Photon Science
      • European XFEL
      • Structural Biology
      • Materials
    • Related sites
      • High Performance Computing
      • Helmholtz Imaging Platform
      • Helmholtz AI

    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
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