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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Detalhes bibliográficos
Autor principal: Petmezas, Georgios (author)
Outros Autores: Cheimariotis, Grigorios-Aris (author), Stefanopoulos, Leandros (author), Rocha, Bruno (author), Paiva, Rui Pedro (author), Katsaggelos, Aggelos K. (author), Maglaveras, Nicos (author)
Formato: article
Idioma:eng
Publicado em: 2022
Assuntos:
lung sounds
crackles
wheezes
STFT
CNN
LSTM
focal loss
COPD
asthma
Auscultation
Humans
Lung
Neural Networks, Computer
Quality of Life
Respiratory Sounds
Texto completo:http://hdl.handle.net/10316/103499
País:Portugal
Oai:oai:estudogeral.sib.uc.pt:10316/103499

Texto Completo

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

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