Fraunhofer IKS hat dies direkt geteilt
Safe Intelligence | Executive Director Fraunhofer IKS | Full Professor @ TUM - Chair of Engineering Resilient Cognitive Systems
🌟 Introducing ProtoVerse: Human-Interpretable Vertebral Fracture Grading 🌟 Excited to share some interesting research by Poulami Sinhamahapatra in PD Dr. Jeanette Lorenz' Trustworthy Digital Health Team at Fraunhofer IKS in cooperation with Stephan Günnemann (TUM) and many more: Vertebral fracture grading is a critical task in medical imaging that has recently seen advancements through Deep Learning (DL) models. Despite the importance of transparency and trustworthiness in DL-assisted medical diagnosis, few models have been designed to be human-interpretable. Our solution, ProtoVerse, addresses this gap by proposing a novel interpretable-by-design method to identify relevant sub-parts of vertebral fractures (prototypes) that explain the model’s decisions in a way that humans can understand. Check out the full paper here: arxiv.org/abs/2404.02830