Heart sounds classification: Application of a new CyTex inspired method and deep convolutional neural network with transfer learning
Abstract Analysis of heart sounds is an effective means for the early diagnosis of cardiac
pathologies. Heart sound classification is a challenging multi-disciplinary field that attracts …
pathologies. Heart sound classification is a challenging multi-disciplinary field that attracts …
Classification of heart sounds using chaogram transform and deep convolutional neural network transfer learning
A Harimi, Y Majd, AA Gharahbagh, V Hajihashemi… - Sensors, 2022 - mdpi.com
Heart sounds convey important information regarding potential heart diseases. Currently,
heart sound classification attracts many researchers from the fields of telemedicine, digital …
heart sound classification attracts many researchers from the fields of telemedicine, digital …
PCTMF-Net: heart sound classification with parallel CNNs-transformer and second-order spectral analysis
Heart disease is a common condition worldwide and has become one of the leading causes
of death worldwide. The electrocardiogram (PCG) is a safe, painless, and non-invasive test …
of death worldwide. The electrocardiogram (PCG) is a safe, painless, and non-invasive test …
Heart sounds classification using a novel 1-D convolutional neural network with extremely low parameter consumption
Automatic heart sound auscultation is one of the common used techniques for
cardiovascular diseases detection. In this paper, a novel heart sound classification method …
cardiovascular diseases detection. In this paper, a novel heart sound classification method …
Classification of heart sounds using convolutional neural network
F Li, H Tang, S Shang, K Mathiak, F Cong - Applied Sciences, 2020 - mdpi.com
Featured Application Combining of multi-features extracted manually and convolutional
neural network classifier for automatic heart sounds classification. Abstract Heart sounds …
neural network classifier for automatic heart sounds classification. Abstract Heart sounds …
Deep learning for heart sounds classification using scalograms and automatic segmentation of PCG signals
J Gelpud, S Castillo, M Jojoa, B Garcia-Zapirain… - … : 16th International Work …, 2021 - Springer
This paper proposes a set of Deep Learning algorithms for classifying Phonocardiogram
(PCG) scalogram. PCG signals contain valuable information about the heart health status …
(PCG) scalogram. PCG signals contain valuable information about the heart health status …
Heart Sound Classification Using Wavelet Analysis Approaches and Ensemble of Deep Learning Models
Analyzing the condition and function of the heart is very important because cardiovascular
diseases (CVDs) are responsible for high mortality rates worldwide and can lead to strokes …
diseases (CVDs) are responsible for high mortality rates worldwide and can lead to strokes …
Learning image-based representations for heart sound classification
Machine learning based heart sound classification represents an efficient technology that
can help reduce the burden of manual auscultation through the automatic detection of …
can help reduce the burden of manual auscultation through the automatic detection of …
Classification of heart sounds using softmax regression and convolutional neural network
JX Low, KW Choo - Proceedings of the 2018 International Conference …, 2018 - dl.acm.org
This research explores a new approach in using deep learning neural network for heart
sound classification. The Michigan heart sound and murmur database (MHSDB) provided by …
sound classification. The Michigan heart sound and murmur database (MHSDB) provided by …
Reshnet: Spectrograms based efficient heart sounds classification using stacked residual networks
Cardiovascular disease (CVD) is one of the major contributors of global mortality rate as it
accounts for almost 31% of the worldwide deaths. As per World Health Organization (WHO) …
accounts for almost 31% of the worldwide deaths. As per World Health Organization (WHO) …