GestGlove: a wearable device with gesture based touchless interaction

Sonu Agarwal, Arindam Mondal, Gurdeepak Joshi
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引用次数: 8

Abstract

Wearable devices have gained significant popularity in recent years and have enabled new modes of human computer interaction. Wearables have been explored to track user movements and gestures but typically require large arm motions. In this paper we propose a glove based wearable that is designed for active users like cyclists, motorists and skiers who typically wear a glove during their activity. The GestGlove has a gesture based user interface that enables single-handed touchless interaction. Inertial and bend sensors mounted on the device track subtle wrist and finger movements which are intuitive and convenient. We use the popular approach of Dynamic Time Warping (DTW) for the classification of this multivariate time series data. A Mahalanobis distance measure for DTW is proposed that uses the DTW warp path iteratively for metric calculation, an aspect that has not been explored in prior work.
GestGlove:一种基于手势的非触摸交互的可穿戴设备
近年来,可穿戴设备获得了极大的普及,并实现了人机交互的新模式。可穿戴设备已经被用于追踪用户的动作和手势,但通常需要大量的手臂动作。在本文中,我们提出了一种基于手套的可穿戴设备,专为活跃用户设计,如骑自行车的人,开车的人和滑雪者,他们通常在活动期间戴手套。GestGlove有一个基于手势的用户界面,支持单手非触摸交互。安装在设备上的惯性和弯曲传感器跟踪手腕和手指的细微运动,直观方便。我们使用流行的动态时间翘曲(DTW)方法对多变量时间序列数据进行分类。提出了一种Mahalanobis距离测量方法,该方法使用DTW翘曲路径迭代进行度量计算,这是以往工作中尚未探索的一个方面。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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