Advancing Hand Gesture Recognition with High Resolution Electrical Impedance Tomography

被引:95
|
作者
Zhang, Yang [1 ]
Xiao, Robert [1 ]
Harrison, Chris [1 ]
机构
[1] Carnegie Mellon Univ, Human Comp Interact Inst, 5000 Forbes Ave, Pittsburgh, PA 15213 USA
关键词
Electrical Impedance Tomography; EIT; hand gestures; smartwatch; bio-impedance; biometrics; input; SYSTEM; BRAIN;
D O I
10.1145/2984511.2984574
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Electrical Impedance Tomography (EIT) was recently employed in the HCI domain to detect hand gestures using an instrumented smartwatch. This prior work demonstrated great promise for non-invasive, high accuracy recognition of gestures for interactive control. We introduce a new system that offers improved sampling speed and resolution. In turn, this enables superior interior reconstruction and gesture recognition. More importantly, we use our new system as a vehicle for experimentation - we compare two EIT sensing methods and three different electrode resolutions. Results from in-depth empirical evaluations and a user study shed light on the future feasibility of EIT for sensing human input.
引用
收藏
页码:843 / 850
页数:8
相关论文
共 50 条
  • [41] Multi-model ensemble gesture recognition network for high-accuracy dynamic hand gesture recognition
    Mohammed, Adam A. Q.
    Lv, Jiancheng
    Islam, Md Sajjatul
    Sang, Yongsheng
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2022, 14 (6) : 6829 - 6842
  • [42] Multi-model ensemble gesture recognition network for high-accuracy dynamic hand gesture recognition
    Adam A. Q. Mohammed
    Jiancheng Lv
    Md. Sajjatul Islam
    Yongsheng Sang
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 : 6829 - 6842
  • [43] Super-resolution reconstruction of electrical impedance tomography images
    Borsoi, Ricardo Augusto
    Ceballos Aya, Julio Cesar
    Costa, Guilherme Holsbach
    Moreira Bermudez, Jose Carlos
    COMPUTERS & ELECTRICAL ENGINEERING, 2018, 69 : 1 - 13
  • [44] Resolution-Controlled Conductivity Discretization in Electrical Impedance Tomography
    Winkler, Robert
    Rieder, Andreas
    SIAM JOURNAL ON IMAGING SCIENCES, 2014, 7 (04): : 2048 - 2077
  • [45] Electrode configurations for improved spatial resolution in electrical impedance tomography
    Polydorides, N
    McCann, H
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2002, 13 (12) : 1862 - 1870
  • [46] Electrical Impedance Tomography Based on a High-resolution Direction-of-arrival Estimation Algorithm
    Wen, Jun
    Wei, Guoen
    Xiong, Xue
    SENSORS AND MATERIALS, 2020, 32 (10) : 3297 - 3311
  • [47] A lightweight architecture for hand gesture recognition
    Dang, Tuan Linh
    Pham, Trung Hieu
    Dang, Quang Minh
    Monet, Nicolas
    MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (18) : 28569 - 28587
  • [48] FAST HAND DETECTION AND GESTURE RECOGNITION
    Wang, Yuh-Rau
    Syu, Jia-Liang
    Li, Hsin-Ting
    Yang, Ling
    PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOL. 1, 2015, : 408 - 413
  • [49] Independent hand gesture recognition in HandTalker
    Gao, W
    Wang, SL
    IMAGE ANALYSIS APPLICATIONS AND COMPUTER GRAPHICS, 1995, 1024 : 443 - 450
  • [50] Contextualized Hand Gesture Recognition with Smartphones
    Garcia-Ceja, Enrique
    Brena, Ramon
    Galvan-Tejada, Carlos E.
    PATTERN RECOGNITION, MCPR 2014, 2014, 8495 : 122 - 131