Recent Advances in Dysarthric Speech Recognition: Approaches and Datasets

Dysarthria is a neuromotor speech disorder that results from physical disability and limits speech intelligibility. Dysarthric speakers can make use of speech recognition systems to help them communicate more effectively with others. This paper surveys the latest works conducted on dysarthric speech recognition that was carried out in a span of five years, specifically from 2018 until 2023. These works are categorized according to the approach that was followed to improve dysarthric speech recognition. The approaches include data augmentation, enhancement of dysarthric speech, speech and acoustic features, adaptation, and hybridization of multiple approaches.

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Publication Details

Journal
Journal of King Abdulaziz University-Computing and Information Technology Sciences
Published
2024-12-30
DOI
https://doi.org/10.4197/comp.13-2.3
Primary Topic
Speech Recognition and Synthesis
Type
article
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article

Recent Advances in Dysarthric Speech Recognition: Approaches and Datasets

Ahmed Alsanad, Mourad Ykhlef, Tahani Alrajhi
Journal of King Abdulaziz University-Computing and Information Technology Sciences
Speech Recognition and Synthesis
article

Recent Advances in Dysarthric Speech Recognition: Approaches and Datasets

Ahmed Alsanad, Mourad Ykhlef, Tahani Alrajhi
article en

Abstract

Dysarthria is a neuromotor speech disorder that results from physical disability and limits speech intelligibility. Dysarthric speakers can make use of speech recognition systems to help them communicate more effectively with others. This paper surveys the latest works conducted on dysarthric speech recognition that was carried out in a span of five years, specifically from 2018 until 2023. These works are categorized according to the approach that was followed to improve dysarthric speech recognition. The approaches include data augmentation, enhancement of dysarthric speech, speech and acoustic features, adaptation, and hybridization of multiple approaches.

Journal of King Abdulaziz University-Computing and Information Technology SciencesVol. 13(2)
King Saud University (SA), Imam Abdulrahman Bin Faisal University (SA)
Quality Education
Openalex Percentile: Top 77%
Speech Recognition and Synthesis
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Recent Advances in Dysarthric Speech Recognition: Approaches and Datasets — Ahmed Alsanad, Mourad Ykhlef, et al. · Journal of King Abdulaziz University-Computing and Information Technology Sciences (2024) | TGRS Research Map | TGRS