crossrefMachine Learning and Knowledge Extraction2025-12-17
XIMED: A Dual-Loop Evaluation Framework Integrating Predictive Model and Human-Centered Approaches for Explainable AI in Medical Imaging
Gizem Karagoz, Tanir Ozcelebi, Nirvana Meratnia
In this study, a structured and methodological evaluation approach for eXplainable Artificial Intelligence (XAI) methods in medical image classification is proposed and implemented using LIME and SHAP explanations for chest X-ray interpretations. The evaluation framework integrat…