RFPad: Enabling Device-Free Handwriting Recognition With a Tag Square

被引:0
|
作者
Liu, Wenyuan [1 ]
Du, Huan [1 ]
Li, Binbin [2 ]
Li, Jincheng [1 ]
Chang, Zhuo [1 ,3 ]
Wang, Lin [1 ]
机构
[1] YanShan Univ, Sch Informat Sci & Engn, Networked Sensing & Big Data Engn Res Ctr Hebei P, Hebei Key Lab Software Engn, Qinhuangdao 066004, Peoples R China
[2] YanShan Univ, Sch Econ & Management, Qinhuangdao 066004, Peoples R China
[3] Hebei Univ, Sch Cyber Secur & Comp, Baoding 071000, Peoples R China
基金
中国国家自然科学基金;
关键词
Device free; handwriting recognition; human-computer interaction (CHI); radio frequency identification (RFID); MULTI-TOUCH; TRACKING;
D O I
10.1109/THMS.2023.3236605
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As a natural interaction approach, handwriting acts as an essential role in human-computer interaction. In order to achieve ubiquitous and reliable applications, a handwriting recognition system should be easy to use without any intrusion and robust to environment changes, which cannot be satisfied inmost of existing approaches. In this article, we present RFPad, a device-free handwriting recognition systemwith a tag square consisting of four low-cost passive radio frequency identification (RFID) tags. With such an ingenious tag square, we transform the flat surface into a handwriting platform, and build a geometry-based theoretical model between the finger positions and the tags' phase variations so that the finger trajectory can be accurately tracked and handwriting can be recognized with the phases segmented from continuous signals. We implement a prototype of RFPad using commercial off-the-shelf RFID devices and conduct extensive experiments to evaluate its performance. Experiment results show that our RFPad can track finger movement with an average error of 1 cm and achieve average recognition accuracy of 94.08% for all 26 handwriting capital letters.
引用
收藏
页码:325 / 334
页数:10
相关论文
共 50 条
  • [21] Twins: Device-Free Object Tracking Using Passive Tags
    Han, Jinsong
    Qian, Chen
    Wang, Xing
    Ma, Dan
    Zhao, Jizhong
    Xi, Wei
    Jiang, Zhiping
    Wang, Zhi
    IEEE-ACM TRANSACTIONS ON NETWORKING, 2016, 24 (03) : 1605 - 1617
  • [22] Cross-Scenario Device-Free Activity Recognition Based on Deep Adversarial Networks
    Wang, Jie
    Zhao, Yunong
    Ma, Xiaorui
    Gao, Qinghua
    Pan, Miao
    Wang, Hongyu
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (05) : 5416 - 5425
  • [23] Device-free human micro-activity recognition method using WiFi signals
    Al-qaness, Mohammed A. A.
    GEO-SPATIAL INFORMATION SCIENCE, 2019, 22 (02) : 128 - 137
  • [24] Toward Robust Device-Free Gesture Recognition Based on Intrinsic Spectrogram of mmWave Signals
    Wu, Jingmiao
    Wang, Jie
    Gao, Qinghua
    Cheng, Mingyuan
    Pan, Miao
    Zhang, Haixia
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (19): : 19318 - 19329
  • [25] Twins: Device-free Object Tracking using Passive Tags
    Han, Jinsong
    Qian, Chen
    Wang, Xing
    Ma, Dan
    Zhao, Jizhong
    Zhang, Pengfeng
    Xi, Wei
    Jiang, Zhiping
    2014 PROCEEDINGS IEEE INFOCOM, 2014, : 460 - 467
  • [26] Device-Free Counting via Wideband Signals
    Bartoletti, Stefania
    Conti, Andrea
    Win, Moe Z.
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2017, 35 (05) : 1163 - 1174
  • [27] Device-Free Vehicle Speed Estimation With WiFi
    Wang, Jie
    Tong, Jingyu
    Gao, Qinghua
    Wu, Zhenyu
    Bi, Sheng
    Wang, Hongyu
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2018, 67 (09) : 8205 - 8214
  • [28] Redundancy reduction for indoor device-free localization
    Liu, Jinjun
    An, Ning
    Hassan, Md. Tanbir
    Peng, Min
    Cui, Zheng
    Zhao, Shenghui
    PERSONAL AND UBIQUITOUS COMPUTING, 2017, 21 (01) : 5 - 15
  • [29] Sparse Representation for Device-Free Human Detection and Localization with COTS RFID
    Huang, Weiqing
    Zhu, Shaoyi
    Wang, Siye
    Xie, Jinxing
    Zhang, Yanfang
    ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING (ICA3PP 2019), PT I, 2020, 11944 : 639 - 654
  • [30] Device-free single-user activity recognition using diversified deep ensemble learning
    Cui, Wei
    Li, Bing
    Zhang, Le
    Chen, Zhenghua
    APPLIED SOFT COMPUTING, 2021, 102