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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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 |
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Computer Science Phonkrit Chanda Sansanee Auephanwiriyakul Nipon Theera-Umpon Thai sign language translation system using upright speed-up robust feature and dynamic time warping |
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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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