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Classification of Heart Sounds Based on Convolutional Neural Network
2018In this paper, we present a new method to categorize the heart sound signals into Normal, Murmur, Extra Heart Sound and Artifact with Convolutional Neural Network (CNN) model. The experimental dataset are from the PASCAL heart sound classification workshop, 2011. Our method mainly contains three steps as follows.
Tianya Li, Chunmei Qing, Xiang Tian 0003
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Heart Sound Classification With Signal Instant Energy and Stacked Autoencoder Network
Biomedical Signal Processing and Control, 2021Ömer Deperlioglu
exaly
Deep Learning Methods for Heart Sounds Classification: A Systematic Review
Entropy, 2021Huiqun Wu, Qiang Sun, Gangcai Xie
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Research of Heart Sound Classification Using Two-Dimensional Features
Biomedical Signal Processing and Control, 2023Zhidong Zhang +2 more
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Exploring the Impact of Noise and Degradations on Heart Sound Classification Models
Biomedical Signal Processing and Control, 2023Andrew Hines +2 more
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Automatic Pediatric Congenital Heart Disease Classification Based on Heart Sound Signal
Artificial Intelligence in Medicine, 2022Jing-Jing Ye, Qiang Shu, Haomin Li
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Towards Smartphone-Based Heart Sound Classification
2024 International Conference on Signal Processing and Communications (SPCOM)Prachee Priyadarshinee +5 more
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