Real-time static and dynamic gesture recognition using mixed space features for 3D virtual world's interactions

S. P.Kasthuri Arachchi, Noorkholis Luthfil Hakim, Hui Huang Hsu, Stanislav Vladimirovich Klimenko, Timothy K. Shih

研究成果: 書貢獻/報告類型會議論文篇章同行評審

13 引文 斯高帕斯(Scopus)

摘要

Gesture Recognition is a technology that makes devices such as a computer capable of recognizing and responding to different gestures produced by the human body. With the recent growth of 3D virtual world applications, the demand to improve the gesture recognition method, especially hand gesture recognition, has increased. In this paper, we propose a novel vision-based gesture recognition system for controlling the 3D virtual world based on depth images obtained from the 3D camera device. For the proposed system, we used mix spatial space features consisting of 3D and 2D space features. The finger position in the point cloud represents the 3D space feature and the contour of hand from the images as 2D space feature. To investigate the robustness of our system, we designed 9 gestures including 6 static and 3 dynamic varieties. During experiments, we instruct people to display those gestures and calculate the recognition rate. Our results demonstrate that the proposed system was able to recognize the 9 gestures very well with the average accuracy of 95% for static gestures and 81.34% for dynamic ones.

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主出版物標題Proceedings - 32nd IEEE International Conference on Advanced Information Networking and Applications Workshops, WAINA 2018
編輯Lidia Ogiela, Tomoya Enokido, Marek R. Ogiela, Nadeem Javaid, Leonard Barolli, Makoto Takizawa
發行者Institute of Electrical and Electronics Engineers Inc.
頁面627-632
頁數6
ISBN(電子)9781538653944
DOIs
出版狀態已出版 - 20 7月 2018
事件32nd IEEE International Conference on Advanced Information Networking and Applications Workshops, WAINA 2018 - Krakow, Poland
持續時間: 16 5月 201818 5月 2018

出版系列

名字Proceedings - 32nd IEEE International Conference on Advanced Information Networking and Applications Workshops, WAINA 2018
2018-January

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???event.eventtypes.event.conference???32nd IEEE International Conference on Advanced Information Networking and Applications Workshops, WAINA 2018
國家/地區Poland
城市Krakow
期間16/05/1818/05/18

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