3 papers
eess.AS2023
Parameter-efficient Dysarthric Speech Recognition Using Adapter Fusion and Householder Transformation
Jinzi Qi, Hugo Van hamme
In dysarthric speech recognition, data scarcity and the vast diversity between dysarthric speakers pose significant challenges. While finetuning has been a popular solution, it can…
eess.AS2022
Weak-Supervised Dysarthria-invariant Features for Spoken Language Understanding using an FHVAE and Adversarial Training
Jinzi Qi, Hugo Van hamme
The scarcity of training data and the large speaker variation in dysarthric speech lead to poor accuracy and poor speaker generalization of spoken language understanding systems fo…
eess.AS2021
Speech Disorder Classification Using Extended Factorized Hierarchical Variational Auto-encoders
Jinzi Qi, Hugo Van hamme
Objective speech disorder classification for speakers with communication difficulty is desirable for diagnosis and administering therapy. With the current state of speech technolog…