Recognition of Emotions in Speech Using Convolutional Neural Networks on Different Datasets

Recognition of Emotions in Speech Using Convolutional Neural Networks on Different Datasets

Artificial Neural Network (ANN) models, specifically Convolutional Neural Networks (CNN), were applied to extract emotions based on spectrograms and mel-spectrograms. This study uses spectrograms and mel-spectrograms to investigate which feature extraction method better represents emotions and how b...

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Bibliographic Details
Main Authors: Marta Zielonka, Artur Piastowski, Andrzej Czyżewski, Paweł Nadachowski, Maksymilian Operlejn, Kamil Kaczor
Format: Article
Language:English
Published: MDPI AG 2022-11-01
Series:Electronics
Subjects:
speech emotion recognition
SER
machine learning
artificial intelligence
classification
convolutional neural networks
Online Access:https://www.mdpi.com/2079-9292/11/22/3831

Internet

https://www.mdpi.com/2079-9292/11/22/3831

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