Emotion Recognition Using Continuous Wavelet Transform and Ensemble of Convolutional Neural Networks through Transfer Learning from Electroencephalogram Signal

• Published in: Frontiers in biomedical technologies Vol. 10; no. 1
• Main Authors: Bagherzadeh, Sara, Maghooli, Keivan, Shalbaf, Ahmad, Maghsoudi, Arash
• Format: Journal Article
• Language: English
• Published: Tehran University of Medical Sciences 01.12.2023
• Subjects: Continuous Wavelet Transform; Deep Learning; Electroencephalogram; Emotion Recognition; Ensemble Approach; Transfer Learning

Purpose: Emotions are integral brain states that can influence our behavior, decision-making, and functions. Electroencephalogram (EEG) is an appropriate modality for emotion recognition since it has high temporal resolution and is a non-invasive and cheap technique. Materials and Methods: A novel a...