Coswara -- A Database of Breathing, Cough, and Voice Sounds for COVID-19 Diagnosis
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Abstract (arXiv)
The COVID-19 pandemic presents global challenges transcending boundaries of country, race, religion, and economy. The current gold standard method for COVID-19 detection is the reverse transcription polymerase chain reaction (RT-PCR) testing. However, this method is expensive, time-consuming, and violates social distancing. Also, as the pandemic is expected to stay for a while, there is a need for an alternate diagnosis tool which overcomes these limitations, and is deployable at a large scale. The prominent symptoms of COVID-19 include cough and breathing difficulties. We foresee that respiratory sounds, when analyzed using machine learning techniques, can provide useful insights, enabling the design of a diagnostic tool. Towards this, the paper presents an early effort in creating (and analyzing) a database, called Coswara, of respiratory sounds, namely, cough, breath, and voice. The sound samples are collected via worldwide crowdsourcing using a website application. The curated dataset is released as open access. As the pandemic is evolving, the data collection and analysis is a work in progress. We believe that insights from analysis of Coswara can be effective in enabling sound based technology solutions for point-of-care diagnosis of respiratory infection, and in the near future this can help to diagnose COVID-19.
Key facts. Cited by 58 papers in the map (data through 7 Oct 2026). First posted on arXiv 21 May 2020.
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Citing papers per year: 2021: 17; 2022: 16; 2023: 8; 2024: 9; 2025: 5; 2026: 3.
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- 2024FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMscited by 118
- 2023Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infectioncited by 22
- 2021Automatic Cough Classification for Tuberculosis Screening in a Real-World Environmentcited by 17
- 2024MedViLaM: A multimodal large language model with advanced generalizability and explainability for medical data understanding and generationcited by 17
- 2021Exploring Self-Supervised Representation Ensembles for COVID-19 Cough Classificationcited by 16
- 2021A Generic Deep Learning Based Cough Analysis System from Clinically Validated Samples for Point-of-Need Covid-19 Test and Severity Levelscited by 12
- 2022Audio-based AI classifiers show no evidence of improved COVID-19 screening over simple symptoms checkerscited by 12
- 2021Biometrics in the Era of COVID-19: Challenges and Opportunitiescited by 11
- 2021COVID-19 Detection in Cough, Breath and Speech using Deep Transfer Learning and Bottleneck Featurescited by 9
- 2026HEARTS: Benchmarking LLM Reasoning on Health Time Seriescited by 8
- 2021Virufy: A Multi-Branch Deep Learning Network for Automated Detection of COVID-19cited by 7
- 2021From Personalized Medicine to Population Health: A Survey of mHealth Sensing Techniquescited by 7
38 more
- 2021Project Achoo: A Practical Model and Application for COVID-19 Detection from Recordings of Breath, Voice, and Coughcited by 7
- 2022A Semi-Supervised Algorithm for Improving the Consistency of Crowdsourced Datasets: The COVID-19 Case Study on Respiratory Disorder Classificationcited by 7
- 2023Choose your Data Wisely: A Framework for Semantic Counterfactualscited by 7
- 2021Uncertainty-Aware COVID-19 Detection from Imbalanced Sound Datacited by 6
- 2021Evaluating the COVID-19 Identification ResNet (CIdeR) on the INTERSPEECH COVID-19 from Audio Challengescited by 5
- 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
- 2024TinyM2Net-V3: Memory-Aware Compressed Multimodal Deep Neural Networks for Sustainable Edge Deploymentcited by 4
- 2025Robust COVID-19 Detection from Cough Sounds using Deep Neural Decision Tree and Forest: A Comprehensive Cross-Datasets Evaluationcited by 4
- 2021Audio feature ranking for sound-based COVID-19 patient detectioncited by 3
- 2022Using Deep Learning with Large Aggregated Datasets for COVID-19 Classification from Coughcited by 3
- 2023Medical records condensation: a roadmap towards healthcare data democratisationcited by 3
- 2021End-2-End COVID-19 Detection from Breath & Cough Audiocited by 2
- 2021Deep Neural Network Based Respiratory Pathology Classification Using Cough Soundscited by 2
- 2022TinyM2Net: A Flexible System Algorithm Co-designed Multimodal Learning Framework for Tiny Devicescited by 2
- 2022A Summary of the ComParE COVID-19 Challengescited by 2
- 2022Automatic Tuberculosis and COVID-19 cough classification using deep learningcited by 2
- 2022L3-Net Deep Audio Embeddings to Improve COVID-19 Detection from Smartphone Datacited by 2
- 2022Analyzing the impact of SARS-CoV-2 variants on respiratory sound signalscited by 2
- 2023Discovering COVID-19 Coughing and Breathing Patterns from Unlabeled Data Using Contrastive Learning with Varying Pre-Training Domainscited by 2
- 2025Cough Classification using Few-Shot Learningcited by 2
- 2022COVYT: Introducing the Coronavirus YouTube and TikTok speech dataset featuring the same speakers with and without infectioncited by 1
- 2024Developing a Multi-variate Prediction Model For COVID-19 From Crowd-sourced Respiratory Voice Datacited by 1
- 2024Towards reliable respiratory disease diagnosis based on cough sounds and vision transformerscited by 1
- 2024Multimodal Audio-based Disease Prediction with Transformer-based Hierarchical Fusion Networkcited by 1
- 2021Impact of data-splits on generalization: Identifying COVID-19 from cough and contextcited by 0
- 2021Fruit-CoV: An Efficient Vision-based Framework for Speedy Detection and Diagnosis of SARS-CoV-2 Infections Through Recorded Cough Soundscited by 0
- 2021Telehealthcare and Telepathology in Pandemic: A Noninvasive, Low-Cost Micro-Invasive and Multimodal Real-Time Online Application for Early Diagnosis of COVID-19 Infectioncited by 0
- 2021An Ensemble-based Multi-Criteria Decision Making Method for COVID-19 Cough Classificationcited by 0
- 2022Using a Novel COVID-19 Calculator to Measure Positive U.S. Socio-Economic Impact of a COVID-19 Pre-Screening Solution (AI/ML)cited by 0
- 2022On the pragmatism of using binary classifiers over data intensive neural network classifiers for detection of COVID-19 from voicecited by 0
- 2022Fused Audio Instance and Representation for Respiratory Disease Detectioncited by 0
- 2022Coswara: A website application enabling COVID-19 screening by analysing respiratory sound samples and health symptomscited by 0
- 2022Interpretable Acoustic Representation Learning on Breathing and Speech Signals for COVID-19 Detectioncited by 0
- 2022Risk of re-identification for shared clinical speech recordingscited by 0
- 2022COVID-Net Assistant: A Deep Learning-Driven Virtual Assistant for COVID-19 Symptom Prediction and Recommendationcited by 0
- 2023COVID-19 Detection System: A Comparative Analysis of System Performance Based on Acoustic Features of Cough Audio Signalscited by 0
- 2023EDAC: Efficient Deployment of Audio Classification Models For COVID-19 Detectioncited by 0
50 most cited of 58 All 58 (JSON)
- 2026From Sound to Symptom: Real-Time Respiratory Signal Understanding for Conversational Healthcare Agents10 Jul 2026
- 2026CoughSense: Five-Class Respiratory Disease Classification via Whisper Encoder Fine-Tuning and Dual-Encoder Cross-Attention Fusion with Balanced Contrastive Learning2 Jun 2026
- 2026HEARTS: Benchmarking LLM Reasoning on Health Time Series25 Feb 2026
- 2025Fine-tuning Pre-trained Audio Models for COVID-19 Detection: A Technical Report18 Nov 2025
- 2025Cough Classification using Few-Shot Learning11 Sep 2025
- 2025CoughViT: A Self-Supervised Vision Transformer for Cough Audio Representation Learning4 Aug 2025
- 2025GeHirNet: A Gender-Aware Hierarchical Model for Voice Pathology Classification2 Aug 2025
- 2025Robust COVID-19 Detection from Cough Sounds using Deep Neural Decision Tree and Forest: A Comprehensive Cross-Datasets Evaluation2 Jan 2025
- 2024Improving snore detection under limited dataset through harmonic/percussive source separation and convolutional neural networks31 Oct 2024
- 2024Multimodal Audio-based Disease Prediction with Transformer-based Hierarchical Fusion Network11 Oct 2024
- 2024MedViLaM: A multimodal large language model with advanced generalizability and explainability for medical data understanding and generation29 Sep 2024
- 2024Sustaining model performance for covid-19 detection from dynamic audio data: Development and evaluation of a comprehensive drift-adaptive framework28 Sep 2024
38 more
- 2024Towards reliable respiratory disease diagnosis based on cough sounds and vision transformers28 Aug 2024
- 2024Optimising MFCC parameters for the automatic detection of respiratory diseases14 Aug 2024
- 2024FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs4 Jul 2024
- 2024TinyM2Net-V3: Memory-Aware Compressed Multimodal Deep Neural Networks for Sustainable Edge Deployment20 May 2024
- 2024Developing a Multi-variate Prediction Model For COVID-19 From Crowd-sourced Respiratory Voice Data12 Feb 2024
- 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
- 2023EDAC: Efficient Deployment of Audio Classification Models For COVID-19 Detection11 Sep 2023
- 2023COVID-19 Detection System: A Comparative Analysis of System Performance Based on Acoustic Features of Cough Audio Signals8 Sep 2023
- 2023Discovering COVID-19 Coughing and Breathing Patterns from Unlabeled Data Using Contrastive Learning with Varying Pre-Training Domains2 Jun 2023
- 2023Choose your Data Wisely: A Framework for Semantic Counterfactuals28 May 2023
- 2023Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection22 May 2023
- 2023Medical records condensation: a roadmap towards healthcare data democratisation5 May 2023
- 2022Audio-based AI classifiers show no evidence of improved COVID-19 screening over simple symptoms checkers15 Dec 2022
- 2022COVID-Net Assistant: A Deep Learning-Driven Virtual Assistant for COVID-19 Symptom Prediction and Recommendation22 Nov 2022
- 2022Risk of re-identification for shared clinical speech recordings18 Oct 2022
- 2022A Semi-Supervised Algorithm for Improving the Consistency of Crowdsourced Datasets: The COVID-19 Case Study on Respiratory Disorder Classification9 Sep 2022
- 2022Interpretable Acoustic Representation Learning on Breathing and Speech Signals for COVID-19 Detection27 Jun 2022
- 2022Analyzing the impact of SARS-CoV-2 variants on respiratory sound signals24 Jun 2022
- 2022COVYT: Introducing the Coronavirus YouTube and TikTok speech dataset featuring the same speakers with and without infection20 Jun 2022
- 2022Coswara: A website application enabling COVID-19 screening by analysing respiratory sound samples and health symptoms9 Jun 2022
- 2022L3-Net Deep Audio Embeddings to Improve COVID-19 Detection from Smartphone Data16 May 2022
- 2022Automatic Tuberculosis and COVID-19 cough classification using deep learning11 May 2022
- 2022Fused Audio Instance and Representation for Respiratory Disease Detection22 Apr 2022
- 2022On the pragmatism of using binary classifiers over data intensive neural network classifiers for detection of COVID-19 from voice11 Apr 2022
- 2022A Summary of the ComParE COVID-19 Challenges17 Feb 2022
- 2022TinyM2Net: A Flexible System Algorithm Co-designed Multimodal Learning Framework for Tiny Devices9 Feb 2022
- 2022Using a Novel COVID-19 Calculator to Measure Positive U.S. Socio-Economic Impact of a COVID-19 Pre-Screening Solution (AI/ML)21 Jan 2022
- 2022Using Deep Learning with Large Aggregated Datasets for COVID-19 Classification from Cough5 Jan 2022
- 2021A Generic Deep Learning Based Cough Analysis System from Clinically Validated Samples for Point-of-Need Covid-19 Test and Severity Levels10 Nov 2021
- 2021An Ensemble-based Multi-Criteria Decision Making Method for COVID-19 Cough Classification1 Oct 2021
- 2021Telehealthcare and Telepathology in Pandemic: A Noninvasive, Low-Cost Micro-Invasive and Multimodal Real-Time Online Application for Early Diagnosis of COVID-19 Infection16 Sep 2021
- 2021Fruit-CoV: An Efficient Vision-based Framework for Speedy Detection and Diagnosis of SARS-CoV-2 Infections Through Recorded Cough Sounds6 Sep 2021
- 2021Evaluating the COVID-19 Identification ResNet (CIdeR) on the INTERSPEECH COVID-19 from Audio Challenges30 Jul 2021
- 2021Project Achoo: A Practical Model and Application for COVID-19 Detection from Recordings of Breath, Voice, and Cough12 Jul 2021
- 2021From Personalized Medicine to Population Health: A Survey of mHealth Sensing Techniques2 Jul 2021
- 2021Deep Neural Network Based Respiratory Pathology Classification Using Cough Sounds23 Jun 2021
- 2021Impact of data-splits on generalization: Identifying COVID-19 from cough and context5 Jun 2021
50 newest of 58 All 58 (JSON)
- 2026HEARTS: Benchmarking LLM Reasoning on Health Time Seriescited by 8
- 2026HEARTS: Benchmarking LLM Reasoning on Health Time Series25 Feb 2026
- 2024FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMscited by 118
- 2023Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infectioncited by 22
- 2021Automatic Cough Classification for Tuberculosis Screening in a Real-World Environmentcited by 17
- 2021Exploring Self-Supervised Representation Ensembles for COVID-19 Cough Classificationcited by 16
- 2021A Generic Deep Learning Based Cough Analysis System from Clinically Validated Samples for Point-of-Need Covid-19 Test and Severity Levelscited by 12
- 2022Audio-based AI classifiers show no evidence of improved COVID-19 screening over simple symptoms checkerscited by 12
- 2021Biometrics in the Era of COVID-19: Challenges and Opportunitiescited by 11
- 2021COVID-19 Detection in Cough, Breath and Speech using Deep Transfer Learning and Bottleneck Featurescited by 9
- 2021Virufy: A Multi-Branch Deep Learning Network for Automated Detection of COVID-19cited by 7
- 2021From Personalized Medicine to Population Health: A Survey of mHealth Sensing Techniquescited by 7
- 2021Project Achoo: A Practical Model and Application for COVID-19 Detection from Recordings of Breath, Voice, and Coughcited by 7
- 2022A Semi-Supervised Algorithm for Improving the Consistency of Crowdsourced Datasets: The COVID-19 Case Study on Respiratory Disorder Classificationcited by 7
12 most cited of 56 All 56 (JSON)
- 2026From Sound to Symptom: Real-Time Respiratory Signal Understanding for Conversational Healthcare Agents10 Jul 2026
- 2026CoughSense: Five-Class Respiratory Disease Classification via Whisper Encoder Fine-Tuning and Dual-Encoder Cross-Attention Fusion with Balanced Contrastive Learning2 Jun 2026
- 2025Fine-tuning Pre-trained Audio Models for COVID-19 Detection: A Technical Report18 Nov 2025
- 2025Cough Classification using Few-Shot Learning11 Sep 2025
- 2025CoughViT: A Self-Supervised Vision Transformer for Cough Audio Representation Learning4 Aug 2025
- 2025GeHirNet: A Gender-Aware Hierarchical Model for Voice Pathology Classification2 Aug 2025
- 2025Robust COVID-19 Detection from Cough Sounds using Deep Neural Decision Tree and Forest: A Comprehensive Cross-Datasets Evaluation2 Jan 2025
- 2024Improving snore detection under limited dataset through harmonic/percussive source separation and convolutional neural networks31 Oct 2024
- 2024Multimodal Audio-based Disease Prediction with Transformer-based Hierarchical Fusion Network11 Oct 2024
- 2024Sustaining model performance for covid-19 detection from dynamic audio data: Development and evaluation of a comprehensive drift-adaptive framework28 Sep 2024
- 2024Towards reliable respiratory disease diagnosis based on cough sounds and vision transformers28 Aug 2024
- 2024Optimising MFCC parameters for the automatic detection of respiratory diseases14 Aug 2024
12 newest of 56 All 56 (JSON)