Respiratory sound-base disease classification and characterization with deep/machine learning techniques
O Karaarslan, KD Belcastro, O Ergen - Biomedical Signal Processing and …, 2024 - Elsevier
… diseases is crucial for improving treatment options and prolonging survival. However,
diagnosing respiratory diseases … and accurate classification of respiratory diseases using sound …
diagnosing respiratory diseases … and accurate classification of respiratory diseases using sound …
Feature-based fusion using CNN for lung and heart sound classification
… -based fusion [26]. Among various fusion techniques for sound classification, the most popular
are those based … model-based fusion called “Fusion-based Disease Classification (FDC)”. …
are those based … model-based fusion called “Fusion-based Disease Classification (FDC)”. …
Computerized lung sound based classification of asthma and chronic obstructive pulmonary disease (COPD)
NS Haider, AK Behera - Biocybernetics and Biomedical Engineering, 2022 - Elsevier
… lung sound (LS) based method to classify asthma and COPD … (DA) are accessed to classify
healthy, COPD and asthma … COPD cases based on LS with a considerable classification …
healthy, COPD and asthma … COPD cases based on LS with a considerable classification …
Respiratory sound based classification of chronic obstructive pulmonary disease: a risk stratification approach in machine learning paradigm
… unforeseen relationships within lung sound features thereby significantly improving the …
classification of COPD. This work includes the classification of COPD using respiratory sound …
classification of COPD. This work includes the classification of COPD using respiratory sound …
DKPNet41: Directed knight pattern network-based cough sound classification model for automatic disease diagnosis
… we focused on disease detection using cough sound signals, … We collected a large dataset
of cough sounds from healthy … a common disease that may present with altered cough sounds …
of cough sounds from healthy … a common disease that may present with altered cough sounds …
Towards the classification of heart sounds based on convolutional deep neural network
… In this paper, a heart sound based heart disease classification method is proposed. The
proposed method is quite efficient, which uses three main building blocks, such as signal to …
proposed method is quite efficient, which uses three main building blocks, such as signal to …
Automatic pediatric congenital heart disease classification based on heart sound signal
… and breath sounds. This paper presents a novel pediatric CHD intelligent auscultation
method based on electronic stethoscope. Firstly, a pediatric CHD heart sound database with a …
method based on electronic stethoscope. Firstly, a pediatric CHD heart sound database with a …
Convolutional neural networks based efficient approach for classification of lung diseases
… lung sounds recorded with stethoscope have been conducted in the literature in order to
diagnose the lung diseases … sounds was used for the classification of lung sounds. The lung …
diagnose the lung diseases … sounds was used for the classification of lung sounds. The lung …
Accurate respiratory sound classification model based on piccolo pattern
… This study presents a naïve and basic acoustical sound classification method to detect the
type of lung disease. In this study, the most reliable and most accessible data type ICHBI17 …
type of lung disease. In this study, the most reliable and most accessible data type ICHBI17 …
A study of time-frequency features for CNN-based automatic heart sound classification for pathology detection
… Heart disease represents a major … audio classification tasks including the heart sound
classification. Our study targets improving the performance of automated heart sound classification …
classification. Our study targets improving the performance of automated heart sound classification …