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 …
Transfer learning based heart valve disease classification from Phonocardiogram signal
Physiological conditions that prevent heart valves from functioning precisely to ensure
proper blood circulation are known as heart valve disorder (HVD). Detection of HVD is …
proper blood circulation are known as heart valve disorder (HVD). Detection of HVD is …
[HTML][HTML] Review of Phonocardiogram Signal Analysis: Insights from the PhysioNet/CinC Challenge 2016 Database
The phonocardiogram (PCG) is a crucial tool for the early detection, continuous monitoring,
accurate diagnosis, and efficient management of cardiovascular diseases. It has the …
accurate diagnosis, and efficient management of cardiovascular diseases. It has the …
LEPCNet: A lightweight end-to-end PCG classification neural network model for wearable devices
Wearable intelligent phonocardiogram (PCG) sensors provide a noninvasive method for
long-term monitoring of cardiac status, which is crucial for the early detection of …
long-term monitoring of cardiac status, which is crucial for the early detection of …
[PDF][PDF] Weight Light, Hear Right: Heart Sound Classification with a Low-Complexity Model
Cardiovascular diseases (CVDs) remain a leading cause of mortality, necessitating early
self-diagnosis for effective management. Computer-aided CVD diagnosis via computerised …
self-diagnosis for effective management. Computer-aided CVD diagnosis via computerised …
Heart sound classification based on residual shrinkage networks
Heart sound classification is one of the non-invasive methods for early detection of the
cardiovascular diseases (CVDs), the leading cause for deaths. In recent years, Computer …
cardiovascular diseases (CVDs), the leading cause for deaths. In recent years, Computer …
[PDF][PDF] Study Selectively: An Adaptive Knowledge Distillation based on a Voting Network for Heart Sound Classification
Phonocardiogram classification methods using deep neural networks have been widely
applied to the early detection of cardiovascular diseases recently. Despite their excellent …
applied to the early detection of cardiovascular diseases recently. Despite their excellent …
Time and time-frequency features integrated cnn model for heart sound signals detection
Z Ren, Y Qiao, Y Yuan, Y Zhou… - … on Bioinformatics and …, 2022 - ieeexplore.ieee.org
Automatic heart sound diagnosis plays an important role in the early detection of
cardiovascular diseases. Phonocardiogram (PCG) signals are often used in this field f or its …
cardiovascular diseases. Phonocardiogram (PCG) signals are often used in this field f or its …
AMNet: Introducing an Adaptive Mel-Spectrogram End-to-End Neural Network for Heart Sound Classification
The cardiovascular diseases (CVDs) cause tremendous deaths yearly. The Mel-
spectrogram is widely used as a tool to analyse the heart sound, which facilitate a cheap …
spectrogram is widely used as a tool to analyse the heart sound, which facilitate a cheap …
An End-to-end Deep Learning Framework for Real-Time Denoising of Heart Sounds for Effective Computer-Aided Auscultation in Unseen Noise
Objective: The heart sound signals captured via a digital stethoscope are often distorted by
environmental and physiological noise, altering their salient and critical properties. The …
environmental and physiological noise, altering their salient and critical properties. The …