DCNN: Deep Convolutional Neural Network with XAI for Efficient Detection of Specific Language Impairment in Children

KM Hasib, MF Mridha, MHK Mehedi, KO Faruk… - IEEE …, 2024 - ieeexplore.ieee.org
Assessing children for specific language impairment (SLI) or other communication
impairments can be challenging for doctors due to the extensive battery of tests and …

One-dimensional convolutional neural network and hybrid deep-learning paradigm for classification of specific language impaired children using their speech

Y Sharma, BK Singh - Computer Methods and Programs in Biomedicine, 2022 - Elsevier
Background and objective Screening children for communicational disorders such as
specific language impairment (SLI) is always challenging as it requires clinicians to follow a …

SLINet: Dysphasia detection in children using deep neural network

M Kaushik, N Baghel, R Burget, CM Travieso… - … Signal Processing and …, 2021 - Elsevier
A child has specific language impairment (SLI) or developmental dysphasia (DD) when the
speech is delayed or has disordered language development for no apparent reason. As it …

Automatic recognition of disordered children's speech signal in dyadic interaction using deep learning models

N Kasture, P Jain - Multimedia Tools and Applications, 2024 - Springer
Children suffering with spontaneous speech impairment or inappropriate communication
abilities like disordered speech or delayed speech face challenges when involved in …

Efficient detection of specific language impairment in children using ResNet classifier

K Kotarba, M Kotarba - 2020 Signal Processing: Algorithms …, 2020 - ieeexplore.ieee.org
Specific language impairment (SLI), also known as developmental dysphasia, is a
developmental language disorder that affects approximately 7% of the preschool population …

Automatic Speech and Voice Disorder Detection using Deep Learning-A Systematic Literature Review

I Sindhu, MS Sainin - IEEE Access, 2024 - ieeexplore.ieee.org
Speech and voice disorders are highly prevalent and a significant concern, particularly
among children. These disorders have a notable impact on individual's personalities …

[HTML][HTML] Fast screening for children's developmental language disorders via comprehensive speech ability evaluation—using a novel deep learning framework

X Zhang, F Qin, Z Chen, L Gao, G Qiu… - Annals of Translational …, 2020 - ncbi.nlm.nih.gov
Background Developmental language disorders (DLDs) are the most common
developmental disorders in children. For screening DLDs, speech ability (SA) is one of the …

Prediction of specific language impairment in children using speech linear predictive coding coefficients

Y Sharma, BK Singh - 2020 First International Conference on …, 2020 - ieeexplore.ieee.org
Specific language impairment (SLI) is a kind of neurodevelopmental disorders which could
disturb the speech production and language comprehension ability of a child. The …

A Fine-Tuned CatBoost-Based Speech Disorder Detection Model

AK Dutta, AR Wahab Sait - Journal of Disability Research, 2024 - scienceopen.com
The classification of speech disorders (SDs) is crucial for treating children with speech
impairment (SI). An automated SD classification can assist speech therapists in rendering …

Acoustic features characterization of autism speech for automated detection and classification

A Mohanta, P Mukherjee… - 2020 National Conference …, 2020 - ieeexplore.ieee.org
The verbal children affected with autism spectrum disorder (ASD) often shows some notable
acoustic patterns. This paper represents the classification of autism speech, ie, the speech …