DeepCough: A Deep Convolutional Neural Network in A Wearable Cough Detection System
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Abstract (arXiv)
In this paper, we present a system that employs a wearable acoustic sensor and a deep convolutional neural network for detecting coughs. We evaluate the performance of our system on 14 healthy volunteers and compare it to that of other cough detection systems that have been reported in the literature. Experimental results show that our system achieves a classification sensitivity of 95.1% and a specificity of 99.5%.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Sep 2015.
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Citing papers per year: 2021: 3; 2022: 1; 2023: 2; 2024: 0; 2025: 2.
8 papers.
- 2021Exploring Self-Supervised Representation Ensembles for COVID-19 Cough Classificationcited by 16
- 2023Towards using Cough for Respiratory Disease Diagnosis by leveraging Artificial Intelligence: A Surveycited by 5
- 2023Transfer Learning to Detect COVID-19 Coughs with Incremental Addition of Patient Coughs to Healthy People's Cough Detection Modelscited by 5
- 2021Automatic non-invasive Cough Detection based on Accelerometer and Audio Signalscited by 4
- 2021Deep Neural Network Based Respiratory Pathology Classification Using Cough Soundscited by 2
- 2022Accelerometer-based Bed Occupancy Detection for Automatic, Non-invasive Long-term Cough Monitoringcited by 1
- 2025XAI-Driven Spectral Analysis of Cough Sounds for Respiratory Disease Characterizationcited by 1
- 2025A XAI-based Framework for Frequency Subband Characterization of Cough Spectrograms in Chronic Respiratory Diseasecited by 0
- 2025A XAI-based Framework for Frequency Subband Characterization of Cough Spectrograms in Chronic Respiratory Disease22 Aug 2025
- 2025XAI-Driven Spectral Analysis of Cough Sounds for Respiratory Disease Characterization20 Aug 2025
- 2023Transfer Learning to Detect COVID-19 Coughs with Incremental Addition of Patient Coughs to Healthy People's Cough Detection Models12 Nov 2023
- 2023Towards using Cough for Respiratory Disease Diagnosis by leveraging Artificial Intelligence: A Survey24 Sep 2023
- 2022Accelerometer-based Bed Occupancy Detection for Automatic, Non-invasive Long-term Cough Monitoring8 Feb 2022
- 2021Automatic non-invasive Cough Detection based on Accelerometer and Audio Signals31 Aug 2021
- 2021Deep Neural Network Based Respiratory Pathology Classification Using Cough Sounds23 Jun 2021
- 2021Exploring Self-Supervised Representation Ensembles for COVID-19 Cough Classification17 May 2021