A systematic survey of computer-aided diagnosis in medicine: Past and present developments

J Yanase, E Triantaphyllou - Expert Systems with Applications, 2019 - Elsevier
Computer-aided diagnosis (CAD) in medicine is the result of a large amount of effort
expended in the interface of medicine and computer science. As some CAD systems in …

Algorithms for automatic analysis and classification of heart sounds–a systematic review

AK Dwivedi, SA Imtiaz, E Rodriguez-Villegas - IEEE Access, 2018 - ieeexplore.ieee.org
Cardiovascular diseases currently pose the highest threat to human health around the
world. Proper investigation of the abnormalities in heart sounds is known to provide vital …

Classification of heart sound signals using a novel deep WaveNet model

SL Oh, V Jahmunah, CP Ooi, RS Tan… - Computer methods and …, 2020 - Elsevier
Background and objectives The high mortality rate and increasing prevalence of heart valve
diseases globally warrant the need for rapid and accurate diagnosis of such diseases …

Heartbeat sound signal classification using deep learning

A Raza, A Mehmood, S Ullah, M Ahmad, GS Choi… - Sensors, 2019 - mdpi.com
Presently, most deaths are caused by heart disease. To overcome this situation, heartbeat
sound analysis is a convenient way to diagnose heart disease. Heartbeat sound …

Automated detection of heart valve diseases using chirplet transform and multiclass composite classifier with PCG signals

SK Ghosh, RN Ponnalagu, RK Tripathy… - Computers in biology and …, 2020 - Elsevier
Heart valve diseases (HVDs) are a group of cardiovascular abnormalities, and the causes of
HVDs are blood clots, congestive heart failure, stroke, and sudden cardiac death, if not …

Heart sounds classification using a novel 1-D convolutional neural network with extremely low parameter consumption

B Xiao, Y Xu, X Bi, J Zhang, X Ma - Neurocomputing, 2020 - Elsevier
Automatic heart sound auscultation is one of the common used techniques for
cardiovascular diseases detection. In this paper, a novel heart sound classification method …

Heart sound classification based on scaled spectrogram and tensor decomposition

W Zhang, J Han, S Deng - Expert Systems with Applications, 2017 - Elsevier
Heart sound signal analysis is an effective and convenient method for the preliminary
diagnosis of heart disease. However, automatic heart sound classification is still a …

Effective heart sound segmentation and murmur classification using empirical wavelet transform and instantaneous phase for electronic stethoscope

VN Varghees, KI Ramachandran - IEEE Sensors Journal, 2017 - ieeexplore.ieee.org
Accurate measurement of heart sound and murmur parameters is of great importance in the
automated analysis of phonocardiogram (PCG) signals. In this paper, we propose a novel …

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 …

PCG classification through spectrogram using transfer learning

S Ismail, B Ismail, I Siddiqi, U Akram - Biomedical Signal Processing and …, 2023 - Elsevier
Heart rate classification is a challenging problem primarily due to spectral overlap of normal
heart sound with internal sources like extra heart sounds, extra systole, murmurs, respiration …