Frederic Mrozinski

M.Sc.

Research Interests

In the medical field, the rise of machine learning has created numerous opportunities to assist practitioners in effectively diagnosing patients with various diseases. This not only enhances patient comfort but also addresses the shortage of certain specialists. One example is skin lesion surgeries aimed at removing cancerous tissue. In many cases, the absence of a pathologist during surgery necessitates multiple surgeries for the same patient. One of my research goals is to address this challenge by leveraging machine learning models to partially serve as the role of a pathologist during surgery.

While "classical" machine learning approaches have been extensively explored in the medical domain, multi-modal methods may hold untapped potential. A large language model’s conceptual understanding of medical practices could complement and improve the performance of existing classifiers. Exploring how to unlock this potential is the primary focus of my research.

Supervision of Theses

During winter-semester 2024/25, I do not have the capacity to supervise theses or research projects. In case that I forgot to update this message for the summer-semester 2025, just write me an e-mail so we can see what's possible!