Thai sign language translation system using upright speed-up robust feature and dynamic time warping

Sign language is an important communication tool for the deaf. There are two types of Thai sign language, i.e., Thai finger spelling (a signer spells each character using their fingers) and Thai sign language (a signer uses hand gesture and face expression to represent each word). In this paper, we...

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Main Authors: Chanda P., Auephanwiriyakul S., Theera-Umpon N.
Format: Conference or Workshop Item
Language:English
Published: 2014
Online Access:http://www.scopus.com/inward/record.url?eid=2-s2.0-84867062156&partnerID=40&md5=1496f5af878f5053e8080f56c51920f3
http://cmuir.cmu.ac.th/handle/6653943832/1601
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-16012014-08-29T09:29:30Z Thai sign language translation system using upright speed-up robust feature and dynamic time warping Chanda P. Auephanwiriyakul S. Theera-Umpon N. Sign language is an important communication tool for the deaf. There are two types of Thai sign language, i.e., Thai finger spelling (a signer spells each character using their fingers) and Thai sign language (a signer uses hand gesture and face expression to represent each word). In this paper, we build a dynamic hand gesture translation system with video caption without prior hand region segmentation. In particular, we utilize the upright speed-up robust feature (U-SURF) and the dynamic time warping (DTW) to find a matched word. This Thai sign language translation system was tested on 42 words. The total number of video sequences used in the experiment is 1470. The best correct classification rate for blind test set of signer-dependent is approximately 98% whereas that of signer-semi-independent is around 76 to 79%. The best blind test result for the signer-independent is around 62 to 68%. © 2012 IEEE. 2014-08-29T09:29:30Z 2014-08-29T09:29:30Z 2012 Conference Paper 9.78147E+12 10.1109/CSAE.2012.6272730 93011 http://www.scopus.com/inward/record.url?eid=2-s2.0-84867062156&partnerID=40&md5=1496f5af878f5053e8080f56c51920f3 http://cmuir.cmu.ac.th/handle/6653943832/1601 English
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
language English
description Sign language is an important communication tool for the deaf. There are two types of Thai sign language, i.e., Thai finger spelling (a signer spells each character using their fingers) and Thai sign language (a signer uses hand gesture and face expression to represent each word). In this paper, we build a dynamic hand gesture translation system with video caption without prior hand region segmentation. In particular, we utilize the upright speed-up robust feature (U-SURF) and the dynamic time warping (DTW) to find a matched word. This Thai sign language translation system was tested on 42 words. The total number of video sequences used in the experiment is 1470. The best correct classification rate for blind test set of signer-dependent is approximately 98% whereas that of signer-semi-independent is around 76 to 79%. The best blind test result for the signer-independent is around 62 to 68%. © 2012 IEEE.
format Conference or Workshop Item
author Chanda P.
Auephanwiriyakul S.
Theera-Umpon N.
spellingShingle Chanda P.
Auephanwiriyakul S.
Theera-Umpon N.
Thai sign language translation system using upright speed-up robust feature and dynamic time warping
author_facet Chanda P.
Auephanwiriyakul S.
Theera-Umpon N.
author_sort Chanda P.
title Thai sign language translation system using upright speed-up robust feature and dynamic time warping
title_short Thai sign language translation system using upright speed-up robust feature and dynamic time warping
title_full Thai sign language translation system using upright speed-up robust feature and dynamic time warping
title_fullStr Thai sign language translation system using upright speed-up robust feature and dynamic time warping
title_full_unstemmed Thai sign language translation system using upright speed-up robust feature and dynamic time warping
title_sort thai sign language translation system using upright speed-up robust feature and dynamic time warping
publishDate 2014
url http://www.scopus.com/inward/record.url?eid=2-s2.0-84867062156&partnerID=40&md5=1496f5af878f5053e8080f56c51920f3
http://cmuir.cmu.ac.th/handle/6653943832/1601
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