Empathetic Deep Learning: Transferring Adult Speech Emotion Models to Children With Gender-Specific Adaptations Using Neural Embeddings

Empathetic Deep Learning: Transferring Adult Speech Emotion Models to Children With Gender-Specific Adaptations Using Neural Embeddings

Abstract Understanding and recognizing emotional states through speech has vast implications in areas ranging from customer service to mental health. In this paper, we investigate the relationship between adults and children for the task of automatic speech emotion recognition, focusing on the criti...

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Bibliographic Details
Main Authors: Elina Lesyk, Tomás Arias-Vergara, Elmar Nöth, Andreas Maier, Juan Rafael Orozco-Arroyave, Paula Andrea Perez-Toro
Format: Article
Language:English
Published: Springer Nature 2024-12-01
Series:Human-Centric Intelligent Systems
Subjects:
Speech emotion recognition
Deep learning
Children’s emotions
Wav2Vec
Adults’ emotions
Transfer knowledge
Online Access:https://doi.org/10.1007/s44230-024-00088-w
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