Automated Lung Sound Classification Using a Hybrid CNN-LSTM Network and Focal Loss Function

Respiratory diseases constitute one of the leading causes of death worldwide and directly affect the patient's quality of life. Early diagnosis and patient monitoring, which conventionally include lung auscultation, are essential for the efficient management of respiratory diseases. Manual lung...

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Bibliographic Details
Main Author: Petmezas, Georgios (author)
Other Authors: Cheimariotis, Grigorios-Aris (author), Stefanopoulos, Leandros (author), Rocha, Bruno (author), Paiva, Rui Pedro (author), Katsaggelos, Aggelos K. (author), Maglaveras, Nicos (author)
Format: article
Language:eng
Published: 2022
Subjects:
lung sounds
crackles
wheezes
STFT
CNN
LSTM
focal loss
COPD
asthma
Auscultation
Humans
Lung
Neural Networks, Computer
Quality of Life
Respiratory Sounds
Online Access:http://hdl.handle.net/10316/103499
Country:Portugal
Oai:oai:estudogeral.sib.uc.pt:10316/103499

Internet

http://hdl.handle.net/10316/103499

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