Facial expression recognition using string grammar fuzzy K-nearest neighbor

© Springer International Publishing Switzerland 2016. Facial expression recognition can provide rich emotional information for human computer interaction. It has become more and more interesting problem recently. Therefore, we propose a facial expression recognition system using the string grammar f...

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Main Authors: Payungsak Kasemsumran, Sansanee Auephanwiriyakul, Nipon Theera-Umpon
Format: Book Series
Published: 2018
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/55579
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-555792018-09-05T03:06:52Z Facial expression recognition using string grammar fuzzy K-nearest neighbor Payungsak Kasemsumran Sansanee Auephanwiriyakul Nipon Theera-Umpon Computer Science Mathematics © Springer International Publishing Switzerland 2016. Facial expression recognition can provide rich emotional information for human computer interaction. It has become more and more interesting problem recently. Therefore, we propose a facial expression recognition system using the string grammar fuzzy K-nearest neighbor. We test our algorithm on 3 data sets, i.e., the Japanese Female Facial Expression (JAFFE), the Yale, and the Project- Face In Action (FIA) Face Video Database, AMP, CMU (CMU AMP) face expression databases. The system yields 89.67 %, 61.80 %, and 96.82 % in JAFFE, Yale and CMU AMP, respectively. We compare our results indirectly with the existing algorithms as well. We consider that our algorithm provides comparable results with those existing algorithms but we do not need to crop an image beforehand. 2018-09-05T02:58:05Z 2018-09-05T02:58:05Z 2016-01-01 Book Series 16113349 03029743 2-s2.0-84978818959 10.1007/978-3-319-42108-7_46 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84978818959&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/55579
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Computer Science
Mathematics
spellingShingle Computer Science
Mathematics
Payungsak Kasemsumran
Sansanee Auephanwiriyakul
Nipon Theera-Umpon
Facial expression recognition using string grammar fuzzy K-nearest neighbor
description © Springer International Publishing Switzerland 2016. Facial expression recognition can provide rich emotional information for human computer interaction. It has become more and more interesting problem recently. Therefore, we propose a facial expression recognition system using the string grammar fuzzy K-nearest neighbor. We test our algorithm on 3 data sets, i.e., the Japanese Female Facial Expression (JAFFE), the Yale, and the Project- Face In Action (FIA) Face Video Database, AMP, CMU (CMU AMP) face expression databases. The system yields 89.67 %, 61.80 %, and 96.82 % in JAFFE, Yale and CMU AMP, respectively. We compare our results indirectly with the existing algorithms as well. We consider that our algorithm provides comparable results with those existing algorithms but we do not need to crop an image beforehand.
format Book Series
author Payungsak Kasemsumran
Sansanee Auephanwiriyakul
Nipon Theera-Umpon
author_facet Payungsak Kasemsumran
Sansanee Auephanwiriyakul
Nipon Theera-Umpon
author_sort Payungsak Kasemsumran
title Facial expression recognition using string grammar fuzzy K-nearest neighbor
title_short Facial expression recognition using string grammar fuzzy K-nearest neighbor
title_full Facial expression recognition using string grammar fuzzy K-nearest neighbor
title_fullStr Facial expression recognition using string grammar fuzzy K-nearest neighbor
title_full_unstemmed Facial expression recognition using string grammar fuzzy K-nearest neighbor
title_sort facial expression recognition using string grammar fuzzy k-nearest neighbor
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84978818959&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/55579
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