Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method | |
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學年 | 104 |
學期 | 2 |
發表日期 | 2016-06-25 |
作品名稱 | Taiwan Sign Language Recognition System Using LC-KSVD Sparse Coding Method |
作品名稱(其他語言) | |
著者 | Hsieh, Ching-Tang; Liou, Hsing-Che; Chen, Li-Ming |
作品所屬單位 | |
出版者 | |
會議名稱 | 2016 5th International Conference on Computer, Electronics and Data Processing (ICCEDP 2016) |
會議地點 | Taiyuan, China |
摘要 | 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 once by 4 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 label consistent K-SVD (LC-KSVD) sparse coding algorithm for recognition. Experiments show our system performs well and the accuracy achieves 99.47% in close test. |
關鍵字 | Sign Language;Recognition System;Sparse Coding;LC-KSVD |
語言 | en |
收錄於 | |
會議性質 | 國際 |
校內研討會地點 | 無 |
研討會時間 | 20160625~20160626 |
通訊作者 | Hsieh, Ching-Tang |
國別 | CHN |
公開徵稿 | |
出版型式 | |
出處 | Advances in Computer Science Research |
相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/107489 ) |