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cs.SD2025
Scaling to Multimodal and Multichannel Heart Sound Classification with Synthetic and Augmented Biosignals
Milan Marocchi, Matthew Fynn, Kayapanda Mandana +1
Cardiovascular diseases (CVDs) are the leading cause of death worldwide, accounting for approximately 17.9 million deaths each year. Early detection is critical, creating a demand…
cs.SD2024
Generative Deep Learning and Signal Processing for Data Augmentation of Cardiac Auscultation Signals: Improving Model Robustness Using Synthetic Audio
Leigh Abbott, Milan Marocchi, Matthew Fynn +2
Accurately interpreting cardiac auscultation signals plays a crucial role in diagnosing and managing cardiovascular diseases. However, the paucity of labelled data inhibits classif…