Stefan K. Ehrlich

A Lightweight Agentic Multimodal Framework for Scene Understanding in Healthcare Robotics

Healthcare robotics requires robust multimodal perception and reasoning to ensure safety in dynamic clinical environments. Current Vision-Language Models (VLMs) demonstrate strong general-purpose capabilities but remain limited in temporal reasoning, uncertainty estimation, and structured outputs ne…