标题:Infrared dynamic hand gesture recognition based on Gabor feature and sparse representation
作者:Shang, Lei ;Liu, Zhi ;Zhang, Haixia
作者机构:[Shang, Lei ;Liu, Zhi ;Zhang, Haixia ] School of Information Science and Engineering, Shandong University, China
会议名称:8th International Conference on Mobile Multimedia Communications, MOBIMEDIA 2015
会议日期:25 May 2015 through 27 May 2015
来源:MOBIMEDIA 2015 - 8th International Conference on Mobile Multimedia Communications
出版年:2015
DOI:10.4108/icst.mobimedia.2015.259096
关键词:Dynamic hand gesture recognition; Gabor feature; Infrared image; Sparse representation classification; Twofold selection
摘要:Dynamic hand gesture recognition is a subject which has been investigated almost from the beginning of using terminals to interact with the computer central unit. We present a method for dynamic hand gesture recognition with image source acquired by a single IR camera. First of all, the hand images are captured by one infrared camera, which are light independent, and not be limited by skin color. Second, due to the dynamic hand gesture sets contain more than one frame, the data dimension is very large and the adjacent frames have limited difference. We use the twofold selections to choose the key frames from the gesture image sets. The Gabor feature is used to describe the locality variation. And the Sparse representation based classification (SRC) is used for recognition. Experimental results on dynamic hand gesture images with variations of rotation and translation demonstrate the good performance of our method. Copyright © 2015 ICST.
收录类别:EI;SCOPUS
资源类型:会议论文;期刊论文
原文链接:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85034981116&doi=10.4108%2ficst.mobimedia.2015.259096&partnerID=40&md5=0960a2645941b0a86173ebc9cd6f690f
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