Respiratory Disease Classification Using Lung Sounds | Machine Learning Projects 2023 2024

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3.4 هزار بار بازدید - 9 ماه پیش - Respiratory Disease Classification Using Lung
Respiratory Disease Classification Using Lung Sounds | Machine Learning Projects 2023 2024
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ABSTRACT
In order to analyze respiratory sounds on a computer, we developed a cost-effective and easy-to-use Algorithm that can be used with any device.
We employed two types of machine learning algorithms; Gammatone cepstrum coefficients features in a Convolutional Neural Network and Since using GTCC and STFC features with a CNN-LSTM  algorithm.
We prepared four data sets for CNN-LSTM algorithm to classify respiratory audio: (1) healthy versus pathological classification; (2) rale, rhonchus, and normal sound classification; (3) singular respiratory sound type classification; and (4) audio type classification with all sound types.

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9 ماه پیش در تاریخ 1402/08/05 منتشر شده است.
3,434 بـار بازدید شده
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