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On the analysis of data augmentation methods for spectral imaged based heart sound classification using convolutional neural networks

BACKGROUND: The application of machine learning to cardiac auscultation has the potential to improve the accuracy and efficiency of both routine and point-of-care screenings. The use of convolutional neural networks (CNN) on heart sound spectrograms in particular has defined state-of-the-art perform...

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Detalles Bibliográficos
Autores principales: Zhou, George, Chen, Yunchan, Chien, Candace
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9421122/
https://www.ncbi.nlm.nih.gov/pubmed/36038901
http://dx.doi.org/10.1186/s12911-022-01942-2