Stay Informed: Transforming Radiology with Structured Reporting and Data-Driven Approaches

Dive into our activities, projects, and product updates. Catch on the latest industry news and learn who we are as a company and as a team.

Radiologist using for medical image analysis

Advancing Real-World Federated Learning in Radiology

Federated Learning (FL) enables collaborative model training without data centralization – a crucial aspect for radiological image analysis where privacy regulations would otherwise hinder the use of centralized data lakes. Despite its promise, however, FL has largely been confined to simulated environments.

This study aims to bridge the gap between simulated and real-world FL research by developing an FL infrastructure within the German Radiological Cooperative Network (RACOON), a project by the Netzwerk Universitätsmedizin (NUM).

Using mint Lesion™ to process radiological images, the study’s results show FL outperforms these methods, underscoring its value in practical applications. The study also provides a guide for establishing FL initiatives, highlighting strategic organization and robust data management to aid future researchers in implementing FL in clinical settings.

Read more about the study here.

Related Resources

Related Resources

mint Lesion screenshot with PET evaluation, SUV, customized response criteria

Customizable reading templates for therapy response assessment

mint Lesion offers customizable reading templates for therapy response assessment in clinical care and research. Adapt parameters, define lesion…

Interdisciplinarity in healthcare

Insights into the BZKF BORN-Project – Interview with Dr. Mandy Wahlbuhl-Becker

The Bavarian Oncological Radiology Network (BORN) is enhancing cancer diagnostics in Bavaria through standardized imaging and structured reporting.  …

Two female medical researchers looking at computer screen

RACOON-RESCUE is Advancing Pediatric Non-Hodgkin Lymphoma Care

Pediatric Non-Hodgkin Lymphoma (NHL) is the fourth most common tumor in children and adolescents, yet its radiological methods lack standardization,…