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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 …
Recent advances in heart sound analysis
Heart sounds have been widely studied and have been demonstrated to have value for
detecting pathologies in clinical applications. Over the last few decades, the use of heart …
detecting pathologies in clinical applications. Over the last few decades, the use of heart …
Data augmentation approaches for improving animal audio classification
In this paper we present ensembles of classifiers for automated animal audio classification,
exploiting different data augmentation techniques for training Convolutional Neural …
exploiting different data augmentation techniques for training Convolutional Neural …
Time–frequency-domain deep learning framework for the automated detection of heart valve disorders using PCG signals
The damage to the heart valves causes heart valve disorders (HVDs). The detection of
HVDs is crucial in a clinical study as these diseases may cause congestive heart failure …
HVDs is crucial in a clinical study as these diseases may cause congestive heart failure …
A robust deep learning framework based on spectrograms for heart sound classification
Heart sound analysis plays an important role in early detecting heart disease. However,
manual detection requires doctors with extensive clinical experience, which increases …
manual detection requires doctors with extensive clinical experience, which increases …
A study of time-frequency features for CNN-based automatic heart sound classification for pathology detection
This study concerns the task of automatic structural heart abnormality risk detection from
digital phonocardiogram (PCG) signals aiming at pediatric heart disease screening …
digital phonocardiogram (PCG) signals aiming at pediatric heart disease screening …
Heart sounds classification using a novel 1-D convolutional neural network with extremely low parameter consumption
Automatic heart sound auscultation is one of the common used techniques for
cardiovascular diseases detection. In this paper, a novel heart sound classification method …
cardiovascular diseases detection. In this paper, a novel heart sound classification method …
Heart sound classification based on log Mel-frequency spectral coefficients features and convolutional neural networks
H Kui, J Pan, R Zong, H Yang, W Wang - Biomedical Signal Processing …, 2021 - Elsevier
In view of the important role of heart sound signals in diagnosing and preventing congenital
heart disease, a novel method about feature extraction and classification of heart sound …
heart disease, a novel method about feature extraction and classification of heart sound …
Phonocardiographic sensing using deep learning for abnormal heartbeat detection
Deep learning-based cardiac auscultation is of significant interest to the healthcare
community as it can help reducing the burden of manual auscultation with automated …
community as it can help reducing the burden of manual auscultation with automated …
[HTML][HTML] An ensemble of convolutional neural networks for audio classification
Research in sound classification and recognition is rapidly advancing in the field of pattern
recognition. One important area in this field is environmental sound recognition, whether it …
recognition. One important area in this field is environmental sound recognition, whether it …