Review on Dysarthric Speech Severity Level Classification Frameworks

M Suresh, J Thomas - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
Dysarthria is a motor speech disorder that results from malfunctions in the mechanisms and
systems which regulate the movements required for speech production. It is challenging to …

Automated dysarthria severity classification: A study on acoustic features and deep learning techniques

AA Joshy, R Rajan - IEEE Transactions on Neural Systems and …, 2022 - ieeexplore.ieee.org
Assessing the severity level of dysarthria can provide an insight into the patient's
improvement, assist pathologists to plan therapy, and aid automatic dysarthric speech …

Automated dysarthria severity classification using deep learning frameworks

AA Joshy, R Rajan - 2020 28th European Signal Processing …, 2021 - ieeexplore.ieee.org
Dysarthria is a neuro-motor speech disorder that renders speech unintelligible, in
proportional to its severity. Assessing the severity level of dysarthria, apart from being a …

Dysarthria Speech Disorder Classification Using Traditional and Deep Learning Models

M Suresh, R Rajan, J Thomas - 2023 Second International …, 2023 - ieeexplore.ieee.org
Dysarthria is a motor speech disorder that results in speech difficulties due to the weakness
of associated muscles. This unclear speech makes it difficult for dysarthric patients to …

Dysarthria severity classification using multi-head attention and multi-task learning

AA Joshy, R Rajan - Speech Communication, 2023 - Elsevier
Identifying the severity of dysarthria is considered a diagnostic step in monitoring the
patient's progress and a beneficial step in the transcription of dysarthric speech. In this …

Machine learning approaches for automated detection and classification of dysarthria severity

A Hamza, D Addou, H Kheddar - 2023 2nd International …, 2023 - ieeexplore.ieee.org
Dysarthria, a speech disorder caused by neuro-motor problems resulting in impaired
articulation, requires an assessment of its severity for diagnostic and monitoring purposes …

Analysis and Classification Dysarthric Speech

S Gupta, HA Patil - Biomedical Signal and Image Processing with Artificial …, 2022 - Springer
Dysarthria is a motor speech disorder that affects the muscles of the vocal tract system, vocal
folds, and renders the speech of the patient unintelligible in many situations. Dysarthria has …

Analysis and Classification of Dysarthric Speech

V Tyagi, A Dev, P Bansal - … Committee for the Co-ordination and …, 2023 - ieeexplore.ieee.org
Classifying dysarthria using neural networks is challenging due to several factors inherent to
the nature of dysarthria, the complexity of speech signals, and the requirements of effective …

Automatic severity classification of dysarthric speech by using self-supervised model with multi-task learning

EJ Yeo, K Choi, S Kim, M Chung - ICASSP 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Automatic assessment of dysarthric speech is essential for sustained treatments and
rehabilitation. However, obtaining atypical speech is challenging, often leading to data …

Statistical analysis of speech disorder specific features to characterise dysarthria severity level

AA Joshy, PN Parameswaran, SR Nair… - ICASSP 2023-2023 …, 2023 - ieeexplore.ieee.org
Poor coordination of the speech production subsystems due to any neurological injury or a
neuro-degenerative disease leads to dysarthria, a neuro-motor speech disorder. Dysarthric …