Project Achoo: A Practical Model and Application for COVID-19 Detection From Recordings of Breath, Voice, and Cough

IEEE Journal of Selected Topics in Signal Processing(2022)

引用 23|浏览8
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摘要
The COVID-19 pandemic created significant interest and demand for infection detection and monitoring solutions. In this paper, we propose a machine learning method to quickly detect COVID-19 using audio recordings made on consumer devices. The approach combines signal processing and noise removal methods with an ensemble of fine-tuned deep learning networks and enables COVID detection on coughs. W...
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关键词
COVID-19,Feature extraction,Acoustics,Mel frequency cepstral coefficient,Hidden Markov models,Pandemics,Task analysis
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