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 …
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
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 …
improvement, assist pathologists to plan therapy, and aid automatic dysarthric speech …
Automated dysarthria severity classification using deep learning frameworks
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 …
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 …
of associated muscles. This unclear speech makes it difficult for dysarthric patients to …
Dysarthria severity classification using multi-head attention and multi-task learning
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 …
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 …
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 …
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 …
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
Automatic assessment of dysarthric speech is essential for sustained treatments and
rehabilitation. However, obtaining atypical speech is challenging, often leading to data …
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 …
neuro-degenerative disease leads to dysarthria, a neuro-motor speech disorder. Dysarthric …