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[HTML][HTML] Deep learning methods for heart sounds classification: A systematic review
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 …
cardiovascular diseases (CVDs). With the recent introduction of medical big data and …
A comprehensive survey on heart sound analysis in the deep learning era
Heart sound auscultation has been applied in clinical usage for early screening of
cardiovascular diseases. Due to the high demand for auscultation expertise, automatic …
cardiovascular diseases. Due to the high demand for auscultation expertise, automatic …
[HTML][HTML] Deep attention-based neural networks for explainable heart sound classification
Cardiovascular diseases are the leading cause of death and severely threaten human
health in daily life. There have been dramatically increasing demands from both the clinical …
health in daily life. There have been dramatically increasing demands from both the clinical …
NRC-Net: Automated noise robust cardio net for detecting valvular cardiac diseases using optimum transformation method with heart sound signals
Abstract Objective: Cardiovascular Diseases (CVDs) can be effectively treated when
detected early, reducing mortality rates significantly. Traditionally, Phonocardiogram (PCG) …
detected early, reducing mortality rates significantly. Traditionally, Phonocardiogram (PCG) …
Towards domain invariant heart sound abnormality detection using learnable filterbanks
Objective: Cardiac auscultation is the most practiced non-invasive and cost-effective
procedure for the early diagnosis of heart diseases. While machine learning based systems …
procedure for the early diagnosis of heart diseases. While machine learning based systems …
Cardiac anomaly detection considering an additive noise and convolutional distortion model of heart sound recordings
Cardiac auscultation is an essential point-of-care method used for the early diagnosis of
heart diseases. Automatic analysis of heart sounds for abnormality detection is faced with …
heart diseases. Automatic analysis of heart sounds for abnormality detection is faced with …
Abnormal heart sound classification using phonocardiography signals
An intelligent support system is needed to assist in the identification of abnormalities of a
human heart. The integration of signal processing with machine learning techniques is a …
human heart. The integration of signal processing with machine learning techniques is a …
Machine listening for heart status monitoring: Introducing and benchmarking hss—the heart sounds shenzhen corpus
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 …
practitioners as a means of distinguishing subtle differences in heart-beat rhythm. This …
Classifying the heart sound signals using textural‐based features for an efficient decision support system
Cardiovascular diseases have surpassed cancer as the leading cause of death on the
planet today. Numerous decision‐making systems with computer‐assisted support have …
planet today. Numerous decision‐making systems with computer‐assisted support have …
Automated detection of abnormal heart sound signals using Fano-factor constrained tunable quality wavelet transform
Manual interpretation of heart sounds is insensitive and prone to subjectivity. Automated
diagnosis systems incorporating artificial intelligence and advanced signal processing tools …
diagnosis systems incorporating artificial intelligence and advanced signal processing tools …