Speech Emotion Recognition Using Transfer Learning: Integration of Advanced Speaker Embeddings and Image Recognition Models

Speech Emotion Recognition Using Transfer Learning: Integration of Advanced Speaker Embeddings and Image Recognition Models

Automatic Speech Emotion Recognition (SER) plays a vital role in making human–computer interactions more natural and effective. A significant challenge in SER development is the limited availability of diverse emotional speech datasets, which hinders the application of advanced deep learning models....

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Bibliographic Details
Main Authors: Maros Jakubec, Eva Lieskovska, Roman Jarina, Michal Spisiak, Peter Kasak
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Applied Sciences
Subjects:
speech emotion recognition
IEMOCAP
CREMA-D
transfer learning
image classification
speaker embeddings
Online Access:https://www.mdpi.com/2076-3417/14/21/9981
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