Groundbreaking Method Unveils Insights into Medical Reasoning of Multimodal AI

This research introduces an exciting new method to audit how large multimodal models (LMMs) approach complex medical tasks! By uncovering the visual concepts that LMMs rely on, we're gaining valuable insight into their decision-making processes, paving the way for more reliable and trustworthy AI in healthcare.

• •A novel method, Visual Concept Ranking (VCR), helps identify key visual features used by multimodal models.
• •The study focuses on medical image analysis, particularly skin lesion classification.
• •The research aims to improve the reliability of AI in safety-critical domains like healthcare.