Classification of Short-Segment Pediatric Heart Sounds Based on a Transformer-Based Convolutional Neural Network

Classification of Short-Segment Pediatric Heart Sounds Based on a Transformer-Based Convolutional Neural Network

Congenital heart diseases (CHDs), caused by structural abnormalities in the heart and blood vessels, pose a significant public health concern and contribute significantly to the socioeconomic burden, particularly in pediatric populations. Phonocardiograms (PCGs), as a non-invasive and cost-effective...

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Bibliographic Details
Main Authors: Md Hassanuzzaman, Samit Kumar Ghosh, Mohammad Nurul Akhtar Hasan, Mohammad Abdullah Al Mamun, Khawza I. Ahmed, Raqibul Mostafa, Ahsan H. Khandoker
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Phonocardiogram
mel-frequency cepstral coefficients
attention transformer
signal duration
congenital heart disease
Online Access:https://ieeexplore.ieee.org/document/11015707/
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