A Two-Handed Gesture Recognition Technique on Mobile Devices Based on Improved DTW Algorithm

被引:0
|
作者
Han, Xiao [1 ]
Xue, Jiayin [1 ]
Zhang, Qinyu [1 ]
Xiao, Qiao [1 ]
Zhao, Peng [1 ]
机构
[1] Harbin Inst Technol, Shenzhen Grad Sch, Coll Elect & Commun Engn, Shenzhen, Peoples R China
关键词
Mobile device; Two-handed gesture recognition; Linked list of bound; DTW;
D O I
10.1007/978-981-10-6571-2_172
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The majority of traditional gesture recognition relies on cameras, easily affected by environmental noises. Moreover, most of them are one-handed gestures, whose identifying speed and accuracy are limited. Therefore, this paper proposed a two-handed gesture recognition technology based on improved dynamic time warping (DTW) algorithm and common mobile devices. The data are collected by common carry on mobile communication devices instead of wearable devices. By constructing boundary linked list, traditional DTW algorithm is optimized, so we realized two-handed gesture trajectory recognition. The results show that, under the prerequisite of guaranteeing accuracy, the method can considerably reduce the algorithm's computation complexity, and effectively improve the speed of recognition.
引用
收藏
页码:1429 / 1436
页数:8
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