Hand Gestures Recognition Using Radar Sensors for Human-Computer-Interaction: A Review

被引:113
|
作者
Ahmed, Shahzad [1 ]
Kallu, Karam Dad [2 ]
Ahmed, Sarfaraz [1 ]
Cho, Sung Ho [1 ]
机构
[1] Hanyang Univ, Dept Elect Engn, 222 Wangsimini Ro, Seoul 133791, South Korea
[2] Natl Univ Sci & Technol NUST, Robot & Intelligent Machine Engn RIME, Sch Mech & Mfg Engn SMME, H-12, Islamabad 44000, Pakistan
基金
新加坡国家研究基金会;
关键词
hand-gesture recognition; pulsed radar; continuous-wave radars; human– computer interfaces; deep-learning for radar signals;
D O I
10.3390/rs13030527
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Human-Computer Interfaces (HCI) deals with the study of interface between humans and computers. The use of radar and other RF sensors to develop HCI based on Hand Gesture Recognition (HGR) has gained increasing attention over the past decade. Today, devices have built-in radars for recognizing and categorizing hand movements. In this article, we present the first ever review related to HGR using radar sensors. We review the available techniques for multi-domain hand gestures data representation for different signal processing and deep-learning-based HGR algorithms. We classify the radars used for HGR as pulsed and continuous-wave radars, and both the hardware and the algorithmic details of each category is presented in detail. Quantitative and qualitative analysis of ongoing trends related to radar-based HCI, and available radar hardware and algorithms is also presented. At the end, developed devices and applications based on gesture-recognition through radar are discussed. Limitations, future aspects and research directions related to this field are also discussed.
引用
收藏
页码:1 / 24
页数:24
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