Algorithmic Interests

  • Machine and deep learning
  • Geometric deep learning
  • Causal inference
  • Bias and Fairness
  • Uncertainty estimation
  • Image segmentation
  • Domain adaptation
  • Shape analysis and differential geometry
  • Longitudinal analysis

Clinical Interests

  • Dementia (Alzheimer’s, Frontotemporal)
  • Psychiatric disorders
  • Brain development
  • Diabetes
  • Population imaging


Research Projects

For more detailed information, see our publications shown on the Publications Page or on arXiv.


Student Projects

See our Student Projects List for open, running, and finished student projects.



See our GitHub page for source code:



Our research is supported by the Bavarian State Ministry of Education, Science and the Arts in the framework of the Centre Digitisation.Bavaria (ZD.B), the Federal Ministry of Education and Research, and SAP SE.