Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method

碩士 === 淡江大學 === 電機工程學系碩士班 === 104 === Sign language, for deaf-impaired people, plays an important role in communication. In this paper, we devise a Taiwan Sign Language recognition system. We use the Kinect2 sensor to get data from 94 sign morphemes shown 3 times by 3 people, and extract hand shape...

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Main Authors: Hsing-Che Liu, 劉興哲
Other Authors: Ching-Tang Hsieh
Format: Others
Language:zh-TW
Published: 2016
Online Access:http://ndltd.ncl.edu.tw/handle/3359ma
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spelling ndltd-TW-104TKU054420432019-05-15T23:01:41Z http://ndltd.ncl.edu.tw/handle/3359ma Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method 使用LC-KSVD稀疏編碼方法的台灣自然手語辨識系統 Hsing-Che Liu 劉興哲 碩士 淡江大學 電機工程學系碩士班 104 Sign language, for deaf-impaired people, plays an important role in communication. In this paper, we devise a Taiwan Sign Language recognition system. We use the Kinect2 sensor to get data from 94 sign morphemes shown 3 times by 3 people, and extract hand shape features and trajectory features from depth images and joints of the body skeleton. Finally, we have each sign morpheme dictionary trained by K-SVD and label consistent K-SVD (LC-KSVD) sparse coding algorithm for recognition. Ching-Tang Hsieh 謝景棠 2016 學位論文 ; thesis 55 zh-TW
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description 碩士 === 淡江大學 === 電機工程學系碩士班 === 104 === Sign language, for deaf-impaired people, plays an important role in communication. In this paper, we devise a Taiwan Sign Language recognition system. We use the Kinect2 sensor to get data from 94 sign morphemes shown 3 times by 3 people, and extract hand shape features and trajectory features from depth images and joints of the body skeleton. Finally, we have each sign morpheme dictionary trained by K-SVD and label consistent K-SVD (LC-KSVD) sparse coding algorithm for recognition.
author2 Ching-Tang Hsieh
author_facet Ching-Tang Hsieh
Hsing-Che Liu
劉興哲
author Hsing-Che Liu
劉興哲
spellingShingle Hsing-Che Liu
劉興哲
Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method
author_sort Hsing-Che Liu
title Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method
title_short Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method
title_full Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method
title_fullStr Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method
title_full_unstemmed Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method
title_sort taiwan sign language recognition system using lc-ksvd sparse coding method
publishDate 2016
url http://ndltd.ncl.edu.tw/handle/3359ma
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