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相关论文: Classification of Dysarthria based on the Levels o…

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Dysarthria, a motor speech disorder, severely impacts voice quality, pronunciation, and prosody, leading to diminished speech intelligibility and reduced quality of life. Accurate assessment is crucial for effective treatment, but…

声音 · 计算机科学 2024-12-18 Eunjung Yeo

Dysarthria is a condition which hampers the ability of an individual to control the muscles that play a major role in speech delivery. The loss of fine control over muscles that assist the movement of lips, vocal chords, tongue and…

声音 · 计算机科学 2021-03-11 Ayush Tripathi , Swapnil Bhosale , Sunil Kumar Kopparapu

Dysarthria, a condition resulting from impaired control of the speech muscles due to neurological disorders, significantly impacts the communication and quality of life of patients. The condition's complexity, human scoring and varied…

神经元与认知 · 定量生物学 2024-03-05 Lauren Stumpf , Balasundaram Kadirvelu , Sigourney Waibel , A. Aldo Faisal

Dysarthria is a motor speech disorder that results in slow and often incomprehensible speech. Speech intelligibility significantly impacts communication, leading to barriers in social interactions. Dysarthria is often a characteristic of…

音频与语音处理 · 电气工程与系统科学 2025-10-07 Ananya Raghu , Anisha Raghu , Nithika Vivek , Sofie Budman , Omar Mansour

Automatic detection and severity assessment of dysarthria are crucial for delivering targeted therapeutic interventions to patients. While most existing research focuses primarily on speech modality, this study introduces a novel approach…

人工智能 · 计算机科学 2025-04-29 Anuprabha M , Krishna Gurugubelli , V Kesavaraj , Anil Kumar Vuppala

Dysarthria is a speech disorder characterized by impaired intelligibility and reduced communicative effectiveness. Automatic dysarthria assessment provides a scalable, cost-effective approach for supporting the diagnosis and treatment of…

音频与语音处理 · 电气工程与系统科学 2025-11-05 Kaimeng Jia , Minzhu Tu , Zengrui Jin , Siyin Wang , Chao Zhang

Purpose: Speech intelligibility is a critical outcome in the assessment and management of dysarthria, yet most research and clinical practices have focused on English, limiting their applicability across languages. This commentary…

计算与语言 · 计算机科学 2025-05-09 Eunjung Yeo , Julie Liss , Visar Berisha , David Mortensen

Dysarthria is a motor speech disorder caused by neurological damage that affects the muscles used for speech production, leading to slurred, slow, or difficult-to-understand speech. It affects millions of individuals worldwide, including…

计算与语言 · 计算机科学 2024-10-18 Kaushal Attaluri , Anirudh CHVS , Sireesha Chittepu

Dysarthria, a motor speech disorder, affects intelligibility and requires targeted interventions for effective communication. In this work, we investigate automated mispronunciation feedback by collecting a dysarthric speech dataset from…

音频与语音处理 · 电气工程与系统科学 2025-06-03 Seohyun Park , Chitralekha Gupta , Michelle Kah Yian Kwan , Xinhui Fung , Alexander Wenjun Yip , Suranga Nanayakkara

Automated dysarthria detection and severity assessment from speech have attracted significant research attention due to their potential clinical impact. Despite rapid progress in acoustic modeling and deep learning, models still fall short…

音频与语音处理 · 电气工程与系统科学 2025-10-28 Krishna Gurugubelli

Automatic techniques in the context of motor speech disorders (MSDs) are typically two-class techniques aiming to discriminate between dysarthria and neurotypical speech or between dysarthria and apraxia of speech (AoS). Further, although…

声音 · 计算机科学 2021-06-03 I. Kodrasi , M. Pernon , M. Laganaro , H. Bourlard

Dysarthria is a speech disorder that hinders communication due to difficulties in articulating words. Detection of dysarthria is important for several reasons as it can be used to develop a treatment plan and help improve a person's quality…

Automatic assessment of dysarthria remains a highly challenging task due to high variability in acoustic signals and the limited data. Currently, research on the automatic assessment of dysarthria primarily focuses on two approaches: one…

音频与语音处理 · 电气工程与系统科学 2024-05-08 Xiaokang Liu , Xiaoxia Du , Juan Liu , Rongfeng Su , Manwa Lawrence Ng , Yumei Zhang , Yudong Yang , Shaofeng Zhao , Lan Wang , Nan Yan

Learning disabilities like dysgraphia, dyslexia, dyspraxia, etc. interfere with academic achievements but have also long terms consequences beyond the academic time. It is widely admitted that between 5% to 10% of the world population is…

其他计算机科学 · 计算机科学 2020-05-14 Gilles Richard , Mathieu Serrurier

Due to the subjective nature of current clinical evaluation, the need for automatic severity evaluation in dysarthric speech has emerged. DNN models outperform ML models but lack user-friendly explainability. ML models offer explainable…

声音 · 计算机科学 2024-12-06 Yerin Choi , Jeehyun Lee , Myoung-Wan Koo

Dysarthric speech severity assessment typically requires trained clinicians or supervised models built from labelled pathological speech, limiting scalability across languages and clinical settings. We present a training-free method that…

计算与语言 · 计算机科学 2026-04-14 Bernard Muller , Antonio Armando Ortiz Barrañón , LaVonne Roberts

Learning disabilities, which primarily interfere with the basic learning skills such as reading, writing and math, are known to affect around 10% of children in the world. The poor motor skills and motor coordination as part of the…

机器学习 · 计算机科学 2022-06-28 Jayakanth Kunhoth , Somaya Al-Maadeed , Suchithra Kunhoth , Younus Akbari

Background: An early diagnosis together with an accurate disease progression monitoring of multiple sclerosis is an important component of successful disease management. Prior studies have established that multiple sclerosis is correlated…

音频与语音处理 · 电气工程与系统科学 2021-09-28 Emil Svoboda , Tomáš Bořil , Jan Rusz , Tereza Tykalová , Dana Horáková , Charles R. G. Guttman , Krastan B. Blagoev , Hiroto Hatabu , Vlad I. Valtchinov

Automating dysarthria assessments offers the opportunity to develop practical, low-cost tools that address the current limitations of manual and subjective assessments. Nonetheless, the small size of most dysarthria datasets makes it…

计算与语言 · 计算机科学 2024-03-26 Xavier F. Cadet , Ranya Aloufi , Sara Ahmadi-Abhari , Hamed Haddadi

Dysarthric speech severity classification is crucial for objective clinical assessment and progress monitoring in individuals with motor speech disorders. Although prior methods have addressed this task, achieving robust generalization in…

音频与语音处理 · 电气工程与系统科学 2025-09-18 Arnab Kumar Roy , Hemant Kumar Kathania , Paban Sapkota
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