Figure 1

Scheme of the classification of respiratory sounds using deep learning. Lung sounds database contains normal sounds, crackles, wheezes, and rhonchi. Deep learning was used for two types of classification: The first step is the discriminating normal sounds from abnormal sounds. The second is to categorize abnormal sounds into crackles, wheezes, and rhonchi. (ER: Emergency room, ICU: intensive care unit).