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 …

[HTML][HTML] Deep learning methods for heart sounds classification: A systematic review

W Chen, Q Sun, X Chen, G **e, 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 **ong - 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 …

Deep convolutional neural networks for heart sound segmentation

F Renna, J Oliveira, MT Coimbra - IEEE journal of biomedical …, 2019‏ - ieeexplore.ieee.org
This paper studies the use of deep convolutional neural networks to segment heart sounds
into their main components. The proposed methods are based on the adoption of a deep …

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 …

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 …

Research of heart sound classification using two-dimensional features

M **ang, 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 …

Heart sounds classification based on feature fusion using lightweight neural networks

S Li, F Li, S Tang, F Luo - IEEE Transactions on instrumentation …, 2021‏ - ieeexplore.ieee.org
Heart sounds are an important basis for evaluating heart disease. In recent years, auxiliary
diagnosis technology of cardiovascular disease based on the detection of heart sound …

Deep CardioSound-An Ensembled Deep Learning Model for Heart Sound MultiLabelling

L Guo, S Davenport, Y Peng - arxiv preprint arxiv:2204.07420, 2022‏ - arxiv.org
Heart sound diagnosis and classification play an essential role in detecting cardiovascular
disorders, especially when the remote diagnosis becomes standard clinical practice. Most of …