PhD Student, Karlsruhe Institute of Technology (KIT), Institute for Anthropomatics and Robotics (IAR) In my work, I investigate algorithms aiding the decision process of radiologists for various diseases. Here, I mostly focus on deep learning-based approaches to medical imagery and face various problems occurring in real-world scenarios such as low amounts of annotations and/or label noise. Thus, I am especially interested in weakly and semi-supervised approaches for medical image analysis, which manage to thrive in these scenarios.