Emotion modeling

Human emotion is a very important part of human to human communication. To be able to incorporate emotions into a Human Computer Interaction (HCI) system would greatly improve the quality of the HCI.Much work has been done in the Emotion recognition field. Image filters, feature extraction, feature...

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Main Author: Ng, Glenn Hong Kiat.
Other Authors: Quek Hiok Chai
Format: Final Year Project
Language:English
Published: 2011
Subjects:
Online Access:http://hdl.handle.net/10356/44642
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-446422023-03-03T20:47:52Z Emotion modeling Ng, Glenn Hong Kiat. Quek Hiok Chai School of Computer Engineering Centre for Computational Intelligence DRNTU::Engineering::Computer science and engineering Human emotion is a very important part of human to human communication. To be able to incorporate emotions into a Human Computer Interaction (HCI) system would greatly improve the quality of the HCI.Much work has been done in the Emotion recognition field. Image filters, feature extraction, feature tracking, movement detection and much more has been studied for use in Facial Expression Recognition. Besides facial expressions, emotion recognition in speech and EEG signals has also been studied extensively. Different techniques for Facial Expression Recognition are explored in this project, including MLP-based and LDA-based classifiers. A Cascading approach to classification is also explored where classifying “easier” emotions first can help to simplify the problem of classifying the “harder” emotions later. The results from these classifiers are comparable with previous works and are viable alternatives to emotion classification. Bachelor of Engineering (Computer Science) 2011-06-02T09:19:23Z 2011-06-02T09:19:23Z 2011 2011 Final Year Project (FYP) http://hdl.handle.net/10356/44642 en Nanyang Technological University 62 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering
spellingShingle DRNTU::Engineering::Computer science and engineering
Ng, Glenn Hong Kiat.
Emotion modeling
description Human emotion is a very important part of human to human communication. To be able to incorporate emotions into a Human Computer Interaction (HCI) system would greatly improve the quality of the HCI.Much work has been done in the Emotion recognition field. Image filters, feature extraction, feature tracking, movement detection and much more has been studied for use in Facial Expression Recognition. Besides facial expressions, emotion recognition in speech and EEG signals has also been studied extensively. Different techniques for Facial Expression Recognition are explored in this project, including MLP-based and LDA-based classifiers. A Cascading approach to classification is also explored where classifying “easier” emotions first can help to simplify the problem of classifying the “harder” emotions later. The results from these classifiers are comparable with previous works and are viable alternatives to emotion classification.
author2 Quek Hiok Chai
author_facet Quek Hiok Chai
Ng, Glenn Hong Kiat.
format Final Year Project
author Ng, Glenn Hong Kiat.
author_sort Ng, Glenn Hong Kiat.
title Emotion modeling
title_short Emotion modeling
title_full Emotion modeling
title_fullStr Emotion modeling
title_full_unstemmed Emotion modeling
title_sort emotion modeling
publishDate 2011
url http://hdl.handle.net/10356/44642
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