The Research Group

Katharina Breininger

Katharina Breininger

Professor

Head of the Pattern Recognition Lab at the University of Würzburg

Marc Aubreville

Marc Aubreville

Professor

Head of the Visual Computing Group at Flensburg University of Applied Sciences

Pattern Recognition Lab, University of Würzburg

Formerly the Artificial Intelligence in Medical Imaging (AIMI) group at FAU Erlangen-Nürnberg.

Focusses on interdisciplinary questions in medical imaging across applications and modalities by developing robust & reliable machine learning approaches, including and beyond microscopy. We are especially interested in advancing computational methods for intraoperative & multimodal imaging and machine learning in the context of microscopy. Additionally, we work on fundamental aspects in machine learning: we develop tools for efficient labelling and data set generation, investigate the impact of human behaviour in this process, and research methods for label-efficient learning.

Team members

Alumni

Frauke Wilm, Mathias Öttl, Zhaoya Pan

Visual Computing Research Group

Flensburg University of Applied Sciences — formerly the Ingolstadt Medical Imaging Group (IMIG).

Focuses on bringing AI-based solutions to application in the clinical environment. This includes the very relevant question around inducing bias into the medical decision process and other use case topics. We work in close collaboration with pathologists and radiologists and investigate robustness and the expert-centric AI workflow. Further, we investigate solutions for computer-aided labelling to curate large-scale data sets, with special focus on dataset quality amidst inter-rater discrepancy and potential biases induced by a computer-aided workflow.

Team members

Alumni

Jonathan Ganz