The Research Unit at DKFZ focuses on the downstream stages of the imaging pipeline – specifically, the development, validation, and deployment of advanced AI-based methods for automated image analysis. These phases are critical for extracting high-level, domain-relevant information from complex imaging data. Our work addresses algorithmic challenges in interpreting, quantifying, and validating image-derived information, with the overarching goal of enabling trustworthy, robust, and generalizable AI-driven analysis. Find us on CONNECT: IMSY & IML.