Lung sounds classification using convolutional neural networks

D Bardou, K Zhang, SM Ahmad - Artificial intelligence in medicine, 2018 - Elsevier
… the doctor uses the traditional auscultation technique. However, … Moreover, lung sounds are
non-stationary, complicating the … learning approaches for lung sounds classification. The first …

Classification of lung sounds using convolutional neural networks

M Aykanat, Ö Kılıç, B Kurt, S Saryal - EURASIP Journal on Image and …, 2017 - Springer
… In the literature, lung sound classification was made for a maximum of six classes. … Lung
sounds classification of healthy and pathologic lung sounds recorded with electronic auscultation

Automatic heart and lung sounds classification using convolutional neural networks

Q Chen, W Zhang, X Tian, X Zhang… - 2016 Asia-Pacific …, 2016 - ieeexplore.ieee.org
… • Due to the lack of prior expert knowledge, we propose CNNs to automatically classify the
heart and lung sounds, with simple STFT features as the CNNs input. We also experimentally …

Lung sound classification using cepstral-based statistical features

N Sengupta, M Sahidullah, G Saha - Computers in biology and medicine, 2016 - Elsevier
… cues could be useful in discriminating normal and crackle as well as wheeze and crackle
lung sounds. For this reason, we study IMFCC features in lung sound classification problem. …

Multi-channel lung sound classification with convolutional recurrent neural networks

E Messner, M Fediuk, P Swatek, S Scheidl… - Computers in Biology …, 2020 - Elsevier
… In this paper, we exploit spectral, temporal and spatial information for multi-channel lung
sounds classification. To this end, we present a multi-channel lung sound classification

Neural classification of lung sounds using wavelet coefficients

A Kandaswamy, CS Kumar, RP Ramanathan… - Computers in biology …, 2004 - Elsevier
… Thus the lung sound classification system proposed in this paper uses db8 wavelet for time-…
lung sounds. 19-40-6 ANN architecture was found to be the optimum model for classification

Lung sounds: classification and controversies

DW Cugell - Seminars in Respiratory Medicine, 1985 - thieme-connect.com
… The title of this article is partially redundant in that breath sound classification is the subject
of considerable controversy. For those with a dislike for semantic arguments, there are …

Convolutional neural networks based efficient approach for classification of lung diseases

F Demir, A Sengur, V Bajaj - Health information science and systems, 2019 - Springer
… approaches were used for lung sound classification. In the … ) classifier was used in classification
of the lung sounds. In the … ) via spectrogram images for lung sound classification. The …

Classification of lung sounds using higher-order statistics: A divide-and-conquer approach

R Naves, BHG Barbosa, DD Ferreira - Computer methods and programs in …, 2016 - Elsevier
Lung sound auscultation is one of the most … sounds generated by the human body. Thus,
the aim of this study was to implement a pattern recognition system to classify lung sounds. …

Using k-nearest neighbor classification to diagnose abnormal lung sounds

CH Chen, WT Huang, TH Tan, CC Chang, YJ Chang - Sensors, 2015 - mdpi.com
… Figure 5 shows the GUI for the lung sound classification and … the lung sound waveform,
Area 2 is the lung sound file control button, Area 3 contains lung sound abnormal classification