A 3D-convolutional neural network framework with ensemble learning techniques for multi-modal emotion recognition

A 3D-convolutional neural network framework with ensemble learning techniques for multi-modal emotion recognition

Nowadays, human emotion recognition is a mandatory task for many human machine interaction fields. This paper proposes a novel multi-modal human emotion recognition framework. The proposed scheme utilizes first the 3D-Convolutional Neural Network (3D-CNN) deep learning architecture for extracting th...

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Bibliographic Details
Main Authors: Elham S. Salama, Reda A. El-Khoribi, Mahmoud E. Shoman, Mohamed A. Wahby Shalaby
Format: Article
Language:English
Published: Elsevier 2021-07-01
Series:Egyptian Informatics Journal
Subjects:
Electroencephalogram
Facial expressions
Multi-modal emotion recognition
Deep learning
Transfer learning
Data augmentation
Online Access:http://www.sciencedirect.com/science/article/pii/S1110866520301389

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