Hand Pointing Gestures Based Digital Menu Board Implementation Using IR-UWB Transceivers

被引:0
|
作者
Ghaffar, Asim [1 ]
Khan, Faheem [1 ]
Cho, Sung Ho [1 ]
机构
[1] Hanyang Univ, Dept Elect & Comp Engn, Seoul 04763, South Korea
来源
IEEE ACCESS | 2019年 / 7卷
基金
新加坡国家研究基金会;
关键词
Digital menu board (DMB); impulse radio ultrawideband; pattern analysis; gestures recognition;
D O I
10.1109/ACCESS.2019.2914410d
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Digital menu boards (DMB) are convenient for customers as well as sellers. In this paper, we have implemented a DMB using IR-UWB transceivers. Unlike the traditional touch-based interfaces for menu selection, in our proposed system, users can select items from the menu without touching the screen. The screen is used to display the menu, and the users point to the specific menu item to select it. Multiple radar transceivers are used to create a virtual space divided into different grid blocks in front of the digital display. Patterns in the radar data are analyzed using a multiclass support vector machine (SVM) classifier and a histogram of oriented gradient descriptor. The system is trained at two different distances from the radar sensors in order to make it robust against distance changes. The proposed hand pointing-based DMB system was verified through different experiments, with different grid sizes, to investigate accuracy dependence on grid size. The results showed high accuracy; therefore, the system can be used in real-life scenarios.
引用
收藏
页码:58148 / 58157
页数:10
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