Hasso-Plattner-Institut
Prof. Dr. Christoph Lippert
  
 

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

 

N-of-1 Trials: Digital Health Interventions

  • StudyU platform for N-of-1 trials
  • Methods
  • Clinical use cases