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 and speech transcription using deep learning frameworks

AA JOSHY - shodhganga.inflibnet.ac.in
Dysarthria is a motor speech disorder that can lead to imprecise articulations, atypical
prosody, and variable speech rate. It results in poor comprehension of the dysarthric speech …

Automatic Early Detection of Dysarthria using Deep Neural Network

K Akshatha, TN Lohith, SU Bhat, R Sunil… - … on Smart Systems …, 2023 - ieeexplore.ieee.org
Dysarthria is dis-coordination among articulatory muscles responsible for articulation in the
production of speech. A person with dysarthric disorder cannot control their tongue, hence …

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 …

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 …

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 detection and severity assessment of dysarthria using raw speech

K Radha, M Bansal - 2023 14th International Conference on …, 2023 - ieeexplore.ieee.org
Dysarthria is a medical condition that impairs an individual's ability to speak clearly due to
muscle weakness or paralysis. To diagnose and monitor dysarthria severity, this article …

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 …

Significance of Energy Features for Severity Classification of Dysarthria

HA Patil - Speech and Computer: 24th International Conference …, 2022 - books.google.com
Dysarthria is a neuro-motor speech disorder that affects the intelligibility of speech, which is
often imperceptible depending on its severity-level. Patients' advancement in the dysarthric …

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 …