Fields of Activity / Competences
- 3D image analysis
- Stochastic geometry and spatial statistics
- Statistical analysis of random structures
- Synthetic image data for machine learning
Publications
Major Publications
- Barisin, T.; Schladitz, K.; Redenbach, C.:
Riesz Networks: Scale Invariant Neural Networks in a Single Forward Pass. (2024)
Journal of Mathematical Imaging and Vision, accepted for publication https://arxiv.org/abs/2305.04665. - Roldán, D.; Redenbach, C.; Schladitz, K.; Kübel, C.; Schlabach, S.:
Image Quality Evaluation for FIB-SEM Images.
Journal of Microscopy, 293, 2, pp. 98–117, 2024.
https://doi.org/10.1111/jmi.13254 - Schladitz, K.; Redenbach, C.; Barisin, T.; Jung, C.; Jeziorski, N.; Bosnar, L.; Fulir, J.; Gospodnetic, P.:
Simulation of microstructures and machine learning.
In Proc. CMDS14, Paris, 2023, Springer Proceedings in Mathematics and Statistics, Eds. A. Cherkaev, D. Jeulin, J. Dirrenberger, S. Forest, F. Willot. - Geng, A.; Moghiseh, A.; Redenbach, C.; Schladitz, K.:
Quantum image processing on real superconducting and trapped-ion based quantum computers.
De Gruyter Oldenbourg, published online: May 11, 2023.
https://doi.org/10.1515/teme-2023-0008 - Barisin, T.; Jung, C.; Müsebeck, F.; Redenbach, C. ; Schladitz, K.:
Methods for segmenting cracks in 3d images of concrete: A comparison based on semi-synthetic images.
Pattern Recognition, 129, 108747, 2022. - Fend, C.; Moghiseh, A.; Redenbach, C.; Schladitz, K.:
Reconstruction of highly porous structures from FIB-SEM using a deep neural network trained on synthetic images.
Journal of Microscopy, 281, Nr. 1, pp. 16-27, 2021. - Wirjadi, O.; Schladitz, K.; Easwaran, P.; Ohser, J.:
Estimating Fibre Direction Distributions of Reinforced Composites from Tomographic Images.
Image Analysis and Stereology, Volume 35, No. 3, 167-179, (2016). - Ohser, J.; Schladitz, K.: 3D Images of Materials Structures: Processing and Analysis, (2010).
- Corrections for »3d Images of Materials Structures – Processing and Analysis«, 06.2021
A collection of publications by Katja Schladitz in the Fraunhofer-Publica