Ensemble Post-hoc Explainable AI for Multilead ECG: Identifying Disease-Relevant Features in Single-Lead Interpretations
Jacqueline Michelle Metsch, Philip Hempel, Miriam Cindy Maurer, Kristin Elisabeth Steinhaus, Nicolai Spicher, Anne-Christin Hauschild
The paper evaluates XAI methods for a 1D-ResNet ECG classifier, finding some methods consistently highlight clinically relevant features while others do not.
bioRxiv · Feb 14, 2025 · PreprintBioinformatics