Can I read Deep Facial Emotion Recognition System Under Facial Mask Occlusion on EtoBox?

Deep Facial Emotion Recognition System Under Facial Mask Occlusion by Suchitra Saxena; Shikha Tripathi; T. S. B. Sudarshan is a book available to read on EtoBox.

What is Deep Facial Emotion Recognition System Under Facial Mask Occlusion about?

Over the past few decades, automated machine based Facial Emotion Recognition (FER) has made a significant progress, guided by its relevance for applications in various areas of neuroscience, health, defense, entertainment and Human Robot Interaction (HRI). Most of the work on FER is focused on controlled conditions for non-occluded faces. In the present Covid-19 scenario, when more individuals cover their face partially to prevent spread of corona virus, developing a system/technique that can recognize facial emotion with facial mask constraint is desirable. In this research work, a FER system built using Convolution Neural Networks (CNN) technique is proposed. In the proposed work, eyes and forehead segment is used to train model. This system is implemented using Raspberry Pi 3 B + and Robotic Process automation (RPA) for HRI. The proposed system achieves 79.87% average accuracy with 5fold cross validation and also tested in real time scenario.

Author

Suchitra Saxena; Shikha Tripathi; T. S. B. Sudarshan

Publisher

Springer Singapore : Imprint: Springer

Published

2021

Language

EN

ISBN

9789811610912

Subjects

Computer Science, Education, Science