Off-the-shelf general-purpose audio foundation models, without fine-tuning, reach state-of-the-art or baseline performance on clean respiratory and heart sound tasks, while a respiratory-specific foundation model underperforms.
Foundation models for cardiovascular disease detection via biosignals from digital stethoscopes,
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Assessing the Utility of Audio Foundation Models for Heart and Respiratory Sound Analysis
Off-the-shelf general-purpose audio foundation models, without fine-tuning, reach state-of-the-art or baseline performance on clean respiratory and heart sound tasks, while a respiratory-specific foundation model underperforms.