Multiple instance learning framework can facilitate explainability in murmur detection.
ObjectiveCardiovascular diseases (CVDs) account for a high fatality rate worldwide.Heart murmurs can be detected from phonocardiograms (PCGs) and may indicate CVDs.Still, they are often overlooked as their detection and correct clinical interpretation require expert skills.In this work, we aim to predict the presence of murmurs and clinical outcome