Exploring machine learning for audio-based respiratory condition screening: A concise review of databases, methods, and open issues

T Xia, J Han, C Mascolo - Experimental Biology and …, 2022 - journals.sagepub.com
Auscultation plays an important role in the clinic, and the research community has been
exploring machine learning (ML) to enable remote and automatic auscultation for respiratory …

A multi-center clinical trial for wireless stethoscope-based diagnosis and prognosis of children community-acquired pneumonia

D Huang, L Wang, W Wang - IEEE Transactions on Biomedical …, 2023 - ieeexplore.ieee.org
Community-Acquired Pneumonia (CAP) is a significant cause of child mortality globally, due
to the lack of ubiquitous monitoring methods. Clinically, the wireless stethoscope can be a …

Open-set lung sound recognition model based on conditional Gaussian capsule network and variational time–frequency feature reconstruction

Y Zhang, J Zhang, L Shi - Biomedical Signal Processing and Control, 2024 - Elsevier
Lung sound auscultation is an essential method for diagnosing lung diseases; however,
most existing lung sound recognition methods fail to identify classes that are unknown in …

Compressed sensing data with performing audio signal reconstruction for the intelligent classification of chronic respiratory diseases

T Albiges, Z Sabeur, B Arbab-Zavar - Sensors, 2023 - mdpi.com
Chronic obstructive pulmonary disease (COPD) concerns the serious decline of human lung
functions. These have emerged as one of the most concerning health conditions over the …

Adaptation of Pre-trained Deep Neural Networks for Sound Event Detection Facilitating Smart Homecare

MD Shin - 2023 - trepo.tuni.fi
As foreseen by numerous researchers, the worldwide demographic changes of the elderly
population in 2050 will be expected to grow by over 30% in the global population, which has …

An adaptive method for classification of noisy respiratory sounds

K Nguyen-Trong - … on Information and Computer Science (NICS …, 2021 - ieeexplore.ieee.org
Respiratory sounds (RSs) contain essential information about the physiology and pathology
of lungs and airways obstruction. Therefore, RS understanding has a critical role in …

Breathalytics: Deep Learning-Based Prediction of Abnormality in Respiratory Sounds using Continuous Wavelet Transform

RA Laasya, M Muthulakshmi - 2024 3rd International …, 2024 - ieeexplore.ieee.org
Analyzing respiratory sounds is vital for diagnosing respiratory conditions, requiring
evaluation across time and frequency domains. When diagnosing respiratory disorders …