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Recent work has shown the potential of using audio data (eg, cough, breathing, and voice) in the screening for COVID-19. However, these approaches only focus on one-off detection and detect the infection given the current audio sample, but…

Chronic Obstructive Pulmonary Disease (COPD) is a leading cause of morbidity and mortality. While COPD diagnosis is based on lung function tests, early stages and progression of different aspects of the disease can be visible and…

Image and Video Processing · Electrical Eng. & Systems 2019-09-30 Max Argus , Cornelia Schaefer-Prokop , David A. Lynch , Bram van Ginneken

Chronic Obstructive Pulmonary Disorder (COPD) is a prevalent respiratory disease that significantly impacts the quality of life of affected individuals. This paper presents COPDFlowNet, a novel deep-learning framework that leverages a…

Machine Learning · Computer Science 2023-12-20 Aryan Tyagi , Aryaman Rao , Shubhanshu Rao , Raj Kumar Singh

Chronic Obstructive Pulmonary Disease (COPD), a major chronic respiratory disease with persistent airflow limitation, is a leading global cause of disability and mortality. Respiratory spirogram time series, routinely collected during…

Artificial Intelligence · Computer Science 2026-03-03 Shuhao Mei , Yongchao Long , Xiaoyu Xiao , Shan Cao , Xiaobo Han , Shijia Geng , Jinbo Sun , Yuxi Zhou , Shenda Hong

Audio-based classification techniques on body sounds have long been studied to aid in the diagnosis of respiratory diseases. While most research is centered on the use of cough as the main biomarker, other body sounds also have the…

Sound · Computer Science 2023-11-27 Tuan Truong , Matthias Lenga , Antoine Serrurier , Sadegh Mohammadi

Using speech samples as a biomarker is a promising avenue for detecting and monitoring the progression of Parkinson's disease (PD), but there is considerable disagreement in the literature about how best to collect and analyze such data.…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-24 Peter Plantinga , Briac Cordelle , Dominique Louër , Mirco Ravanelli , Denise Klein

In this paper, we analyze the behavior of speaker embeddings of patients during oral cancer treatment. First, we found that pre- and post-treatment speaker embeddings differ significantly, notifying a substantial change in voice…

Audio and Speech Processing · Electrical Eng. & Systems 2023-08-15 Jenthe Thienpondt , Caroline M. Speksnijder , Kris Demuynck

BACKGROUND: An important goal of chronic obstructive pulmonary disease (COPD) treatment is to reduce the frequency of exacerbations. Some observations suggest a decline in exacerbation rates in clinical trials over time. A more systematic…

Applications · Statistics 2019-08-20 Stefan Andreas , Christian Röver , Judith Heinz , Sebastian Straube , Henrik Watz , Tim Friede

Huntington disease (HD) is a fatal autosomal dominant neurocognitive disorder that causes cognitive disturbances, neuropsychiatric symptoms, and impaired motor abilities (e.g., gait, speech, voice). Due to its progressive nature, HD…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-20 Amrit Romana , John Bandon , Noelle Carlozzi , Angela Roberts , Emily Mower Provost

Speech sound disorder (SSD) refers to a type of developmental disorder in young children who encounter persistent difficulties in producing certain speech sounds at the expected age. Consonant errors are the major indicator of SSD in…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-17 Si-Ioi Ng , Cymie Wing-Yee Ng , Jingyu Li , Tan Lee

Chronic Obstructive Pulmonary Disease (COPD) can be fatal and is challenging to live with due to its severe symptoms. Pulmonary rehabilitation (PR) is one of the managements means to maintain COPD in a stable status. However, implementation…

Human-Computer Interaction · Computer Science 2023-10-24 Yuanxiang Ma , Andreas Polydorides , Jitesh Joshi , Youngjun Cho

Parkinson's Disease (PD) affects over 10 million people globally, with speech impairments often preceding motor symptoms by years, making speech a valuable modality for early, non-invasive detection. While recent deep-learning models…

Sound · Computer Science 2025-08-29 Terry Yi Zhong , Cristian Tejedor-Garcia , Martha Larson , Bastiaan R. Bloem

Velopharyngeal dysfunction (VPD) is characterized by inadequate velopharyngeal closure during speech and often causes hypernasality and reduced intelligibility. Although speech-based machine learning models can perform well under…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-19 Weixin Liu , Bowen Qu , Amy Stone , Maria E. Powell , Shama Dufresne , Stephane Braun , Izabela Galdyn , Michael Golinko , Bradley Malin , Zhijun Yin , Matthew E. Pontell

This paper presents a macroscopic approach to automatic detection of speech sound disorder (SSD) in child speech. Typically, SSD is manifested by persistent articulation and phonological errors on specific phonemes in the language. The…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-30 Si-Ioi Ng , Cymie Wing-Yee Ng , Jiarui Wang , Tan Lee

Respiratory diseases remain major global health challenges, and traditional auscultation is often limited by subjectivity, environmental noise, and inter-clinician variability. This study presents an explainable multimodal deep learning…

Sound · Computer Science 2025-12-02 S M Asiful Islam Saky , Md Rashidul Islam , Md Saiful Arefin , Shahaba Alam

Background: Chronic obstructive pulmonary disease (COPD) is one of the most prevalent and dangerous pulmonary diseases in the world. It is forecasted that COPD will be the third deadly disease in the future. Therefore, developing…

Medical Physics · Physics 2016-05-30 Mohammad-Parsa Hosseini , Hamid Soltanian-Zadeh , Shahram Akhlaghpoor

Objective: This study aimed to evaluate which voice features can predict health deterioration in patients with chronic HF. Background: Heart failure (HF) is a chronic condition with progressive deterioration and acute decompensations, often…

Goal: Numerous studies had successfully differentiated normal and abnormal voice samples. Nevertheless, further classification had rarely been attempted. This study proposes a novel approach, using continuous Mandarin speech instead of a…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-23 Syu-Siang Wang , Chi-Te Wang , Chih-Chung Lai , Yu Tsao , Shih-Hau Fang

In this paper, we try to investigate the presence of cues about the COVID-19 disease in the speech data. We use an approach that is similar to speaker recognition. Each sentence is represented as super vectors of short term Mel filter bank…

Sound · Computer Science 2020-11-10 Kotra Venkata Sai Ritwik , Shareef Babu Kalluri , Deepu Vijayasenan

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…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-19 Meemnur Rashid , Kaisar Ahmed Alman , Khaled Hasan , John H. L. Hansen , Taufiq Hasan