Heart murmur detection from phonocardiogram recordings: The george b. moody physionet challenge 2022

MA Reyna, Y Kiarashi, A Elola, J Oliveira… - PLOS Digital …, 2023 - journals.plos.org
Cardiac auscultation is an accessible diagnostic screening tool that can help to identify
patients with heart murmurs, who may need follow-up diagnostic screening and treatment for …

Deep learning methods for heart sounds classification: a systematic review

W Chen, Q Sun, X Chen, G Xie, H Wu, C Xu - Entropy, 2021 - mdpi.com
The automated classification of heart sounds plays a significant role in the diagnosis of
cardiovascular diseases (CVDs). With the recent introduction of medical big data and …

The CirCor DigiScope dataset: from murmur detection to murmur classification

J Oliveira, F Renna, PD Costa… - IEEE journal of …, 2021 - ieeexplore.ieee.org
Cardiac auscultation is one of the most cost-effective techniques used to detect and identify
many heart conditions. Computer-assisted decision systems based on auscultation can …

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 …

Heart sound segmentation using bidirectional LSTMs with attention

T Fernando, H Ghaemmaghami… - IEEE journal of …, 2019 - ieeexplore.ieee.org
Objective: This paper proposes a novel framework for the segmentation of phonocardiogram
(PCG) signals into heart states, exploiting the temporal evolution of the PCG as well as …

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 …

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 …

A comprehensive survey on heart sound analysis in the deep learning era

Z Ren, Y Chang, TT Nguyen, Y Tan… - IEEE Computational …, 2024 - ieeexplore.ieee.org
Heart sound auscultation has been applied in clinical usage for early screening of
cardiovascular diseases. Due to the high demand for auscultation expertise, automatic …

Machine listening for heart status monitoring: Introducing and benchmarking hss—the heart sounds shenzhen corpus

F Dong, K Qian, Z Ren, A Baird, X Li… - IEEE journal of …, 2019 - ieeexplore.ieee.org
Auscultation of the heart is a widely studied technique, which requires precise hearing from
practitioners as a means of distinguishing subtle differences in heart-beat rhythm. This …

A critical review of heart sound signal segmentation algorithms

MGM Milani, PE Abas, LC De Silva - Smart Health, 2022 - Elsevier
This paper discusses four heart sound segmentation (HSS) methods: Wavelet transform,
Fractal decomposition, Hilbert Transform, and Shannon Energy Envelogram, in order to …