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The Second Diagnosis of COVID-19 using Acoustics (DiCOVA) Challenge aimed at accelerating the research in acoustics based detection of COVID-19, a topic at the intersection of acoustics, signal processing, machine learning, and healthcare.…

音频与语音处理 · 电气工程与系统科学 2021-10-12 Neeraj Kumar Sharma , Srikanth Raj Chetupalli , Debarpan Bhattacharya , Debottam Dutta , Pravin Mote , Sriram Ganapathy

The current outbreak of a coronavirus, has quickly escalated to become a serious global problem that has now been declared a Public Health Emergency of International Concern by the World Health Organization. Infectious diseases know no…

声音 · 计算机科学 2022-01-25 Madhu R. Kamble , Jose Patino , Maria A. Zuluaga , Massimiliano Todisco

The DiCOVA challenge aims at accelerating research in diagnosing COVID-19 using acoustics (DiCOVA), a topic at the intersection of speech and audio processing, respiratory health diagnosis, and machine learning. This challenge is an open…

COVID-19 has resulted in over 100 million infections and caused worldwide lock downs due to its high transmission rate and limited testing options. Current diagnostic tests can be expensive, limited in availability, time-intensive and…

声音 · 计算机科学 2021-05-25 Benjamin Elizalde , Daniel Tompkins

This paper presents a deep learning framework for detecting COVID-19 positive subjects from their cough sounds. In particular, the proposed approach comprises two main steps. In the first step, we generate a feature representing the cough…

声音 · 计算机科学 2022-10-04 Truong Hoang , Lam Pham , Dat Ngo , Hoang D. Nguyen

The COVID-19 pandemic has led to the saturation of public health services worldwide. In this scenario, the early diagnosis of SARS-Cov-2 infections can help to stop or slow the spread of the virus and to manage the demand upon health…

With the periodic rise and fall of COVID-19 and countries being inflicted by its waves, an efficient, economic, and effortless diagnosis procedure for the virus has been the utmost need of the hour. COVID-19 positive individuals may even be…

声音 · 计算机科学 2026-05-21 Saranga Kingkor Mahanta , Darsh Kaushik , Shubham Jain , Hoang Van Truong , Koushik Guha

The technology development for point-of-care tests (POCTs) targeting respiratory diseases has witnessed a growing demand in the recent past. Investigating the presence of acoustic biomarkers in modalities such as cough, breathing and speech…

音频与语音处理 · 电气工程与系统科学 2021-06-22 Neeraj Kumar Sharma , Ananya Muguli , Prashant Krishnan , Rohit Kumar , Srikanth Raj Chetupalli , Sriram Ganapathy

In this paper, we propose a deep residual network-based method, namely the DiCOVA-Net, to identify COVID-19 infected patients based on the acoustic recording of their coughs. Since there are far more healthy people than infected patients,…

声音 · 计算机科学 2022-05-05 Jiangeng Chang , Shaoze Cui , Mengling Feng

This paper evaluates a wide range of audio-based deep learning frameworks applied to the breathing, cough, and speech sounds for detecting COVID-19. In general, the audio recording inputs are transformed into low-level spectrogram features,…

声音 · 计算机科学 2022-03-03 Dat Ngo , Lam Pham , Truong Hoang , Sefki Kolozali , Delaram Jarchi

The COVID-19 pandemic has resulted in more than 125 million infections and more than 2.7 million casualties. In this paper, we attempt to classify covid vs non-covid cough sounds using signal processing and deep learning methods. Air…

音频与语音处理 · 电气工程与系统科学 2021-06-16 Vishwanath Pratap Singh , Shashi Kumar , Ravi Shekhar Jha , Abhishek Pandey

In this work, we propose a bi-directional long short-term memory (BiLSTM) network based COVID-19 detection method using breath/speech/cough signals. By using the acoustic signals to train the network, respectively, we can build individual…

音频与语音处理 · 电气工程与系统科学 2022-05-10 Xing-Yu Chen , Qiu-Shi Zhu , Jie Zhang , Li-Rong Dai

This work presents an outer product-based approach to fuse the embedded representations generated from the spectrograms of cough, breath, and speech samples for the automatic detection of COVID-19. To extract deep learnt representations…

声音 · 计算机科学 2021-10-19 Adria Mallol-Ragolta , Helena Cuesta , Emilia Gómez , Björn W. Schuller

Aiming to automatically detect COVID-19 from cough sounds, we propose a deep attentive multi-model fusion system evaluated on the Track-1 dataset of the DiCOVA 2021 challenge. Three kinds of representations are extracted, including…

声音 · 计算机科学 2021-08-09 Zhao Ren , Yi Chang , Björn W. Schuller

This report describes our submission to BHI 2023 Data Competition: Sensor challenge. Our Audio Alchemists team designed an acoustic-based COVID-19 diagnosis system, Cough to COVID-19 (C2C), and won the 1st place in the challenge. C2C…

音频与语音处理 · 电气工程与系统科学 2023-11-02 Woo-Jin Chung , Miseul Kim , Hong-Goo Kang

The present work proposes a deep-learning-based approach for the classification of COVID-19 coughs from non-COVID-19 coughs and that can be used as a low-resource-based tool for early detection of the onset of such respiratory diseases. The…

音频与语音处理 · 电气工程与系统科学 2022-05-25 Annesya Banerjee , Achal Nilhani

This paper aims to automatically detect COVID-19 patients by analysing the acoustic information embedded in coughs. COVID-19 affects the respiratory system, and, consequently, respiratory-related signals have the potential to contain…

声音 · 计算机科学 2021-10-14 Adria Mallol-Ragolta , Helena Cuesta , Emilia Gómez , Björn W. Schuller

A wide range of respiratory diseases, such as cold and flu, asthma, and COVID-19, affect people's daily lives worldwide. In medical practice, respiratory sounds are widely used in medical services to diagnose various respiratory illnesses…

声音 · 计算机科学 2024-06-21 Asmaa Shati , Ghulam Mubashar Hassan , Amitava Datta

The development of fast and accurate screening tools, which could facilitate testing and prevent more costly clinical tests, is key to the current pandemic of COVID-19. In this context, some initial work shows promise in detecting…

Audio signals generated by the human body (e.g., sighs, breathing, heart, digestion, vibration sounds) have routinely been used by clinicians as indicators to diagnose disease or assess disease progression. Until recently, such signals were…

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