Concept-Based Explainable AI in Retinal Imaging: Core Concepts, Techniques, and Challenges
Abstract In high-stakes domains like healthcare, establishing trust in AI-assisted decisions is critical for fostering confidence among experts and researchers. However, standard explanation methods may not fully meet clinical needs, offering raw data, such as saliency maps, rather than human-readable text and auditabl...