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相关论文: Fused Audio Instance and Representation for Respir…

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Mechanically ventilated patients typically exhibit abnormal respiratory sounds. Squawks are short inspiratory adventitious sounds that may occur in patients with pneumonia, such as COVID-19 patients. In this work we devised a method for…

Chest X-ray is a commonly used tool during triage, diagnosis and management of respiratory diseases. In resource-constricted settings, optimizing this resource can lead to valuable cost savings for the health care system and the patients as…

音频与语音处理 · 电气工程与系统科学 2024-02-15 Alexander Philip , Sanya Chawla , Lola Jover , George P. Kafentzis , Joe Brew , Vishakh Saraf , Shibu Vijayan , Peter Small , Carlos Chaccour

In the pathogenesis of COVID-19, impairment of respiratory functions is often one of the key symptoms. Studies show that in these cases, voice production is also adversely affected -- vocal fold oscillations are asynchronous, asymmetrical…

音频与语音处理 · 电气工程与系统科学 2021-06-15 Soham Deshmukh , Mahmoud Al Ismail , Rita Singh

Computer audition (CA) has been demonstrated to be efficient in healthcare domains for speech-affecting disorders (e.g., autism spectrum, depression, or Parkinson's disease) and body sound-affecting abnormalities (e. g., abnormal bowel…

声音 · 计算机科学 2020-12-10 Kun Qian , Bjorn W. Schuller , Yoshiharu Yamamoto

The global spread of COVID-19 had severe consequences for public health and the world economy. The quick onset of the pandemic highlighted the potential benefits of cheap and deployable pre-screening methods to monitor the prevalence of the…

声音 · 计算机科学 2023-09-12 Andrej Jovanović , Mario Mihaly , Lennon Donaldson

Cough is one of the most common symptoms in all respiratory diseases. In cases like Chronic Obstructive Pulmonary Disease, Asthma, acute and chronic Bronchitis and the recent pandemic Covid-19, the early identification of cough is important…

声音 · 计算机科学 2021-07-27 Vinay Kulkarni , Radhakrishnan Vadakkethil

Smartphones and wearable devices, along with Artificial Intelligence, can represent a game-changer in the pandemic control, by implementing low-cost and pervasive solutions to recognize the development of new diseases at their early stages…

声音 · 计算机科学 2022-05-17 Mattia Giovanni Campana , Andrea Rovati , Franca Delmastro , Elena Pagani

Voice biomarkers--human-generated acoustic signals such as speech, coughing, and breathing--are promising tools for scalable, non-invasive detection and monitoring of mental health and neurodegenerative diseases. Yet, their clinical…

声音 · 计算机科学 2025-08-21 Ishaan Mahapatra , Nihar R. Mahapatra

Early identification of respiratory irregularities is critical for improving lung health and reducing global mortality rates. The analysis of respiratory sounds plays a significant role in characterizing the respiratory system's condition…

音频与语音处理 · 电气工程与系统科学 2024-11-12 Loredana Daria Mang , Francisco David Gonzalez Martinez , Damian Martinez Munoz , Sebastian Garcia Galan , Raquel Cortina

We present AFEN (Audio Feature Ensemble Learning), a model that leverages Convolutional Neural Networks (CNN) and XGBoost in an ensemble learning fashion to perform state-of-the-art audio classification for a range of respiratory diseases.…

声音 · 计算机科学 2024-05-10 Rahul Nadkarni , Emmanouil Nikolakakis , Razvan Marinescu

Testing capacity for COVID-19 remains a challenge globally due to the lack of adequate supplies, trained personnel, and sample-processing equipment. These problems are even more acute in rural and underdeveloped regions. We demonstrate that…

As the burden of respiratory diseases continues to fall on society worldwide, this paper proposes a high-quality and reliable dataset of human sounds for studying respiratory illnesses, including pneumonia and COVID-19. It consists of…

声音 · 计算机科学 2023-08-07 Truong V. Hoang , Quang H. Nguyen , Cuong Q. Nguyen , Phong X. Nguyen , Hoang D. Nguyen

Recent advancements in AI have democratized its deployment as a healthcare assistant. While pretrained models from large-scale visual and audio datasets have demonstrably generalized to this task, surprisingly, no studies have explored…

声音 · 计算机科学 2024-05-07 June-Woo Kim , Miika Toikkanen , Sangmin Bae , Minseok Kim , Ho-Young Jung

Early detection of exacerbations in asthma and chronic obstructive pulmonary disease (COPD) is important for timely intervention. Speech has emerged as a promising tool for continuous, non-invasive respiratory disease monitoring. However,…

声音 · 计算机科学 2026-05-19 Yuyang Yan , Sami O. Simons , Visara Urovi

Intelligent systems are transforming the world, as well as our healthcare system. We propose a deep learning-based cough sound classification model that can distinguish between children with healthy versus pathological coughs such as…

With the widespread use of telemedicine services, automatic assessment of health conditions via telephone speech can significantly impact public health. This work summarizes our preliminary findings on automatic detection of respiratory…

音频与语音处理 · 电气工程与系统科学 2020-11-19 Meemnur Rashid , Kaisar Ahmed Alman , Khaled Hasan , John H. L. Hansen , Taufiq Hasan

In the healthcare industry, researchers have been developing machine learning models to automate diagnosing patients with respiratory illnesses based on their breathing patterns. However, these models do not consider the demographic biases,…

机器学习 · 计算机科学 2025-01-10 Rachel Pfeifer , Sudip Vhaduri , James Eric Dietz

We suggested a unified system with core components of data augmentation, ImageNet-pretrained ResNet-50, cost-sensitive loss, deep ensemble learning, and uncertainty estimation to quickly and consistently detect COVID-19 using acoustic…

声音 · 计算机科学 2022-07-01 Jiangeng Chang , Yucheng Ruan , Cui Shaoze , John Soong Tshon Yit , Mengling Feng

The disease called the new coronavirus (COVID19) is a new viral respiratory disease that first appeared on January 13, 2020 in Wuhan, China. Some of the symptoms of this disease are fever, cough, shortness of breath and difficulty in…

音频与语音处理 · 电气工程与系统科学 2022-01-19 Yunus Emre Erdoğan , Ali Narin

In this paper, an algorithm designed to detect characteristic cough events in audio recordings is presented, significantly reducing the time required for manual counting. Using time-frequency representations and independent subspace…

音频与语音处理 · 电气工程与系统科学 2021-04-15 Paul Leamy , Ted Burke , Dan Barry , David Dorran