Research on segmentation and classification of heart sound signals based on deep learning

Y He, W Li, W Zhang, S Zhang, X Pi, H Liu - Applied Sciences, 2021 - mdpi.com
The heart sound signal is one of the signals that reflect the health of the heart. Research on
the heart sound signal contributes to the early diagnosis and prevention of cardiovascular …

Towards the classification of heart sounds based on convolutional deep neural network

F Demir, A Şengür, V Bajaj, K Polat - Health information science and …, 2019 - Springer
Background and objective Heart sound contains various important quantities that help early
detection of heart diseases. Many methods have been proposed so far where various signal …

Heartbeat sound signal classification using deep learning

A Raza, A Mehmood, S Ullah, M Ahmad, GS Choi… - Sensors, 2019 - mdpi.com
Presently, most deaths are caused by heart disease. To overcome this situation, heartbeat
sound analysis is a convenient way to diagnose heart disease. Heartbeat sound …

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 …

A review of computer‐aided heart sound detection techniques

S Li, F Li, S Tang, W Xiong - BioMed research international, 2020 - Wiley Online Library
Cardiovascular diseases have become one of the most prevalent threats to human health
throughout the world. As a noninvasive assistant diagnostic tool, the heart sound detection …

Research of heart sound classification using two-dimensional features

M Xiang, J Zang, J Wang, H Wang, C Zhou, R Bi… - … Signal Processing and …, 2023 - Elsevier
Background Heart sound plays a vital role to achieve an accurate diagnosis of
cardiovascular diseases, and its auxiliary diagnosis methods have become a hotspot. Aim …

Classification of segmented phonocardiograms by convolutional neural networks

O Deperlioglu - … . Broad research in artificial intelligence and …, 2019 - lumenpublishing.com
One of the first causes of human deaths in recent years in our world is heart diseases or
cardiovascular diseases. Phonocardiograms (PCG) and electrocardiograms (ECG) are …

Feature extraction and classification of heart sound using 1D convolutional neural networks

F Li, M Liu, Y Zhao, L Kong, L Dong, X Liu… - EURASIP Journal on …, 2019 - Springer
We proposed a one-dimensional convolutional neural network (CNN) model, which divides
heart sound signals into normal and abnormal directly independent of ECG. The deep …

Towards heart sound classification without segmentation using convolutional neural network

W Zhang, J Han - 2017 computing in Cardiology (CinC), 2017 - ieeexplore.ieee.org
Heart sound classification is an effective and convenient method for the preliminary
diagnosis of heart diseases, it provides physiology and pathology information to determine …

Heart sounds classification using convolutional neural network with 1D-local binary pattern and 1D-local ternary pattern features

MB Er - Applied Acoustics, 2021 - Elsevier
Cardiovascular diseases are one of those diseases which should be considered to be
serious health threats for humans since today it is seen that majority of deaths are caused by …