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With the availability of voice-enabled devices such as smart phones, mental health disorders could be detected and treated earlier, particularly post-pandemic. The current methods involve extracting features directly from audio signals. In…

Machine Learning · Computer Science 2022-05-17 Nasser Ghadiri , Rasoul Samani , Fahime Shahrokh

In emotion recognition from speech, a key challenge lies in identifying speech signal segments that carry the most relevant acoustic variations for discerning specific emotions. Traditional approaches compute functionals for features such…

Computation and Language · Computer Science 2025-06-04 Sofoklis Kakouros

A heart murmur is an atypical sound produced by the flow of blood through the heart. It can be a sign of a serious heart condition, so detecting heart murmurs is critical for identifying and managing cardiovascular diseases. However,…

Signal Processing · Electrical Eng. & Systems 2023-06-09 Dixon Vimalajeewa , Chihoon Lee , Brani Vidakovic

Speaker verification is the process by which a speakers claim of identity is tested against a claimed speaker by his or her voice. Speaker verification is done by the use of some parameters (features) from the speakers voice which can be…

Sound · Computer Science 2019-08-16 Bhavana V. S , Pradip K. Das

Audio deepfakes are increasingly in-differentiable from organic speech, often fooling both authentication systems and human listeners. While many techniques use low-level audio features or optimization black-box model training, focusing on…

Sound · Computer Science 2025-02-21 Kevin Warren , Daniel Olszewski , Seth Layton , Kevin Butler , Carrie Gates , Patrick Traynor

Recent years has witnessed an increase in technologies that use speech for the sensing of the health of the talker. This survey paper proposes a general taxonomy of the technologies and a broad overview of current progress and challenges.…

Neurons and Cognition · Quantitative Biology 2024-08-12 Aki Härmä , Bert den Brinker , Ulf Grossekathofer , Okke Ouweltjes , Srikanth Nallanthighal , Sidharth Abrol , Vibhu Sharma

Automated detection of voice disorders with computational methods is a recent research area in the medical domain since it requires a rigorous endoscopy for the accurate diagnosis. Efficient screening methods are required for the diagnosis…

Quantitative Methods · Quantitative Biology 2018-12-06 Vibhuti Gupta

Parkinson's disease (PD) is a chronic neurodegenerative disease. Early diagnosis is essential to mitigate the progressive deterioration of patients' quality of life. The most characteristic motor symptoms are very mild in the early stages,…

Machine Learning · Computer Science 2026-01-27 Beatriz Pérez-Sánchez , Noelia Sánchez-Maroño , Miguel A. Díaz-Freire

One of the symptoms observed in the early stages of Parkinson's Disease (PD) is speech impairment. Speech disorders can be used to detect this disease before it degenerates. This work analyzes speech features and machine learning approaches…

Audio and Speech Processing · Electrical Eng. & Systems 2021-11-22 Adedolapo Aishat Toye , Suryaprakash Kompalli

The ability to modulate vocal sounds and generate speech is one of the features which set humans apart from other living beings. The human voice can be characterized by several attributes such as pitch, timbre, loudness, and vocal tone. It…

Computer Vision and Pattern Recognition · Computer Science 2017-10-30 Poorna Banerjee Dasgupta

Voice disorders negatively impact the quality of daily life in various ways. However, accurately recognizing the category of pathological features from raw audio remains a considerable challenge due to the limited dataset. A promising…

Sound · Computer Science 2024-10-08 Lipeng Shen , Yifan Xiong , Dongyue Guo , Wei Mo , Lingyu Yu , Hui Yang , Yi Lin

Imprecise vowel articulation can be observed in people with Parkinson's disease (PD). Acoustic features measuring vowel articulation have been demonstrated to be effective indicators of PD in its assessment. Standard clinical vowel…

Audio and Speech Processing · Electrical Eng. & Systems 2021-08-18 Yuanyuan Liu , Nelly Penttilä , Tiina Ihalainen , Juulia Lintula , Rachel Convey , Okko Räsänen

The aim of this paper was the detection of pathologies through respiratory sounds. The ICBHI (International Conference on Biomedical and Health Informatics) Benchmark was used. This dataset is composed of 920 sounds of which 810 are of…

Computer Vision and Pattern Recognition · Computer Science 2024-02-07 María Teresa García-Ordás , José Alberto Benítez-Andrades , Isaías García-Rodríguez , Carmen Benavides , Héctor Alaiz-Moretón

Cases of laryngeal cancer are predicted to rise significantly in the coming years. Current diagnostic pathways are inefficient, putting undue stress on both patients and the medical system. Artificial intelligence offers a promising…

Sound · Computer Science 2025-05-14 Mary Paterson , James Moor , Luisa Cutillo

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

We address the problem of inferring a speaker's level of certainty based on prosodic information in the speech signal, which has application in speech-based dialogue systems. We show that using phrase-level prosodic features centered around…

Computation and Language · Computer Science 2011-03-11 Heather Pon-Barry , Stuart M. Shieber

Articulatory features can provide interpretable and flexible controls for the synthesis of human vocalizations by allowing the user to directly modify parameters like vocal strain or lip position. To make this manipulation through…

Sound · Computer Science 2023-07-11 David Südholt , Mateo Cámara , Zhiyuan Xu , Joshua D. Reiss

A new method for the classification of respiratory diseases is presented. The method is based on a novel class of features, extracted from pulmonary sounds, by parameterizing their spectrograms that are represented as surfaces, and by…

Signal Processing · Electrical Eng. & Systems 2021-06-07 Jeremy Levy , Alexander Naitsat , Yehoshua Y. Zeevi

In automated pronunciation assessment, recent emphasis progressively lies on evaluating multiple aspects to provide enriched feedback. However, acquiring multi-aspect-score labeled data for non-native language learners' speech poses…

Computation and Language · Computer Science 2024-06-25 Heejin Do , Wonjun Lee , Gary Geunbae Lee

Large audio and language models have recently demonstrated zero-shot reasoning capabilities across various domains. However, it remains unclear how the form of audio input, whether handcrafted acoustic features extracted from speech or the…

Sound · Computer Science 2026-05-26 Muhammad Ashad Kabir , Sirajam Munira