Artificial intelligence for synchrotron-radiation tomography

Julian P. Moosmann; Bashir Kazimi; Philipp Heuser; Frank Schlünzen; Ivo Baltruschat; Sahar Kakavand; Christian Lucas; Stefan Bruns; Berit Zeller-Plumhoff; Florian Wieland; Hanna Cwieka; Silja Flenner; Imke Greving; Jörg U. Hammel; Felix Beckmann

doi:10.1117/12.2675628

28 September 2023 Artificial intelligence for synchrotron-radiation tomography

Julian P. Moosmann, Bashir Kazimi, Philipp Heuser, Frank Schlünzen, Ivo Baltruschat, Sahar Kakavand, Christian Lucas, Stefan Bruns, Berit Zeller-Plumhoff, Florian Wieland, Hanna Cwieka, Silja Flenner, Imke Greving, Jörg U. Hammel, Felix Beckmann

Author Affiliations +

Proceedings Volume PC12655, Emerging Topics in Artificial Intelligence (ETAI) 2023; PC1265502 (2023) https://doi.org/10.1117/12.2675628
Event: SPIE Nanoscience + Engineering, 2023, San Diego, California, United States

Abstract

The Helmholtz-Zentrum Hereon is operating imaging beamlines for X-ray tomography (P05 IBL, P07 HEMS) for academic and industrial users at the synchrotron radiation source PETRA III at DESY in Hamburg, Germany. The high X-ray flux density and coherence of synchrotron radiation enables high-resolution in situ/operando/vivo tomography experiments and provides phase contrast, respectively. Large amounts of 3D/4D data are collected that are difficult to process and analyze. Here, we report on the application of machine learning for image segmentation including a guided interactive framework, multimodal data analysis (virtual histology), image enhancement (denoising), and self-supervised learning for phase retrieval.

Conference Presentation

Citation Download Citation

Julian P. Moosmann, Bashir Kazimi, Philipp Heuser, Frank Schlünzen, Ivo Baltruschat, Sahar Kakavand, Christian Lucas, Stefan Bruns, Berit Zeller-Plumhoff, Florian Wieland, Hanna Cwieka, Silja Flenner, Imke Greving, Jörg U. Hammel, and Felix Beckmann "Artificial intelligence for synchrotron-radiation tomography", Proc. SPIE PC12655, Emerging Topics in Artificial Intelligence (ETAI) 2023, PC1265502 (28 September 2023); https://doi.org/10.1117/12.2675628

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available