Thermal imaging-based human emotion detection: GLCM feature extraction approach

Abstract—Recent studies in artificial intelligence and robotics had proved the ability of social intelligence in robots. However, it has become increasingly apparent that social and interactive skills are necessary requirements in any application areas and contexts where robots need to interact...

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Main Author:	Md Yusof, Hazlina
Format:	Article
Language:	English
Published:	University of Derby 2015
Subjects:	T10.5 Communication of technical information
Online Access:	http://irep.iium.edu.my/62247/ http://irep.iium.edu.my/62247/ http://irep.iium.edu.my/62247/1/IJRM%20Bali%20paper.pdf

id	iium-62247
recordtype	eprints
spelling	iium-622472018-03-02T04:18:52Z http://irep.iium.edu.my/62247/ Thermal imaging-based human emotion detection: GLCM feature extraction approach Md Yusof, Hazlina T10.5 Communication of technical information Abstract—Recent studies in artificial intelligence and robotics had proved the ability of social intelligence in robots. However, it has become increasingly apparent that social and interactive skills are necessary requirements in any application areas and contexts where robots need to interact and collaborate with other robots or humans. In order to develop an emotionally intelligent robot, the issues on how to perceive human affective states and how to manifest the robot’s emotion should be addressed. In this paper, we presented an efficient method for thermal image feature extraction using the Gray Level Co-occurrence Matrix (GLCM) technique. By analysing the heat pattern on the facial skin, this work attempt to investigate the suitability of the thermal imaging technique for affect detection. The findings of this study indicate thermal imaging as an alternative, contactless and noninvasive method for appraising human emotional states. University of Derby 2015 Article PeerReviewed application/pdf en http://irep.iium.edu.my/62247/1/IJRM%20Bali%20paper.pdf Md Yusof, Hazlina (2015) Thermal imaging-based human emotion detection: GLCM feature extraction approach. International Journal of Robotics and Mechatronics, 2 (3). pp. 1-7. ISSN 2508-4127 http://ojs.unsysdigital.com/index.php/ijrm/article/view/879
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	T10.5 Communication of technical information
spellingShingle	T10.5 Communication of technical information Md Yusof, Hazlina Thermal imaging-based human emotion detection: GLCM feature extraction approach
description	Abstract—Recent studies in artificial intelligence and robotics had proved the ability of social intelligence in robots. However, it has become increasingly apparent that social and interactive skills are necessary requirements in any application areas and contexts where robots need to interact and collaborate with other robots or humans. In order to develop an emotionally intelligent robot, the issues on how to perceive human affective states and how to manifest the robot’s emotion should be addressed. In this paper, we presented an efficient method for thermal image feature extraction using the Gray Level Co-occurrence Matrix (GLCM) technique. By analysing the heat pattern on the facial skin, this work attempt to investigate the suitability of the thermal imaging technique for affect detection. The findings of this study indicate thermal imaging as an alternative, contactless and noninvasive method for appraising human emotional states.
format	Article
author	Md Yusof, Hazlina
author_facet	Md Yusof, Hazlina
author_sort	Md Yusof, Hazlina
title	Thermal imaging-based human emotion detection: GLCM feature extraction approach
title_short	Thermal imaging-based human emotion detection: GLCM feature extraction approach
title_full	Thermal imaging-based human emotion detection: GLCM feature extraction approach
title_fullStr	Thermal imaging-based human emotion detection: GLCM feature extraction approach
title_full_unstemmed	Thermal imaging-based human emotion detection: GLCM feature extraction approach
title_sort	thermal imaging-based human emotion detection: glcm feature extraction approach
publisher	University of Derby
publishDate	2015
url	http://irep.iium.edu.my/62247/ http://irep.iium.edu.my/62247/ http://irep.iium.edu.my/62247/1/IJRM%20Bali%20paper.pdf
first_indexed	2023-09-18T21:28:15Z
last_indexed	2023-09-18T21:28:15Z
_version_	1777412337163042816

Thermal imaging-based human emotion detection: GLCM feature extraction approach

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