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: Phonkrit Chanda, Sansanee Auephanwiriyakul, Nipon Theera-Umpon
Format: Conference Proceeding
Published: 2018
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/51509
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spelling th-cmuir.6653943832-515092018-09-04T06:03:35Z Thai sign language translation system using upright speed-up robust feature and dynamic time warping Phonkrit Chanda Sansanee Auephanwiriyakul Nipon Theera-Umpon Computer Science 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. 2018-09-04T06:03:35Z 2018-09-04T06:03:35Z 2012-10-09 Conference Proceeding 2-s2.0-84867062156 10.1109/CSAE.2012.6272730 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84867062156&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/51509
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Computer Science
spellingShingle Computer Science
Phonkrit Chanda
Sansanee Auephanwiriyakul
Nipon Theera-Umpon
Thai sign language translation system using upright speed-up robust feature and dynamic time warping
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 Proceeding
author Phonkrit Chanda
Sansanee Auephanwiriyakul
Nipon Theera-Umpon
author_facet Phonkrit Chanda
Sansanee Auephanwiriyakul
Nipon Theera-Umpon
author_sort Phonkrit Chanda
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 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84867062156&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/51509
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