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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
Research of heart sound classification using two-dimensional features
Biomedical Signal Processing and Control, 2023Junbin Zang +2 more
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Assisting Heart Valve Diseases Diagnosis via Transformer-Based Classification of Heart Sound Signals
Electronics (Switzerland), 2023Xiaobo Zhao, Yingbang Yao, Tao Tao
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Exploring the impact of noise and degradations on heart sound classification models
Biomedical Signal Processing and Control, 2023Davoud Shariat Panah +2 more
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Automatic pediatric congenital heart disease classification based on heart sound signal
Artificial Intelligence in Medicine, 2022Weize Xu, Jingjing Ye, Haomin Li
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Heart Sound Classification Using Deep Learning Techniques Based on Log-mel Spectrogram
Circuits, Systems, and Signal Processing, 2022Minh Tuan Nguyen, Jin H Huang
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Heart Sound Classification Using Wavelet Analysis Approaches and Ensemble of Deep Learning Models
Applied Sciences (Switzerland), 2023Keun-Chang Kwak, Kwak Keun-Chang
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