Medical Imaging - Reducing the dependency on expert supervision

• CLASSIFAI - Usable Active Learning for medical image segmentation
• Self-Supervised Learning for Medical Imaging
• Generative Adversarial Networks for Medical Imaging

Evaluation of Medical AI

• Computer-aided digital chest radiograph (CXR) interpretation

Statistical Methods for Genetics and Genomics

• Statistical hypothesis testing in deep learning models
• Fast kernel-based genome-wide association tests
• International consortium for integrative genomics prediction (INTERVENE)

Deep probabilistic models

CovMap - Modeling SARS-Cov Infection Risk based on GPS Data 

• We are developing methods for the statistical analysis of large biomedical data.

KI Kompetenzzentrum Mittelstand

• Within the Kompetenzzentrum Mittelstand Berlin, we support SMEs to identify use cases for AI technologies in their company (https://gemeinsam-digital.de/)

Causal Inference

• Causal inference in prediction models
• Estimating and testing in directed acyclic graphs

Digitial Health Apps

• Fetal alcohol spectrum disorder screening
• Animated Alcohol Assessment

Methods for Digital Health Interventions

StudyU Platform and StudyMe Health App