Hand Gesture Signatures Acquisition and Processing by Means of a Novel Ultrasound System

被引:7
|
作者
Franceschini, Stefano [1 ]
Ambrosanio, Michele [2 ]
Pascazio, Vito [1 ]
Baselice, Fabio [1 ]
机构
[1] Univ Napoli Parthenope, Ctr Direzionale, Dept Engn, I-80143 Naples, Italy
[2] Univ Napoli Parthenope, Dept Econ Law Cybersecur & Sport Sci, Via Medina 40, I-80133 Naples, Italy
来源
BIOENGINEERING-BASEL | 2023年 / 10卷 / 01期
关键词
hand-gesture; person identification; neural networks; security; ultrasound system;
D O I
10.3390/bioengineering10010036
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Hand gestures represent a natural way to express concepts and emotions which are peculiar to each culture. Several studies exploit biometric traits, such as fingerprint, iris or face for subject identification purposes. Within this paper, a novel ultrasound system for person identification that exploits hand gestures is presented. The system works as a sonar, measuring the ultrasonic pressure waves scattered by the subject's hand, and analysing its Doppler information. Further, several transformations for obtaining time/frequency representations of the acquired signal are computed and a deep learning detector is implemented. The proposed system is cheap, reliable, contactless and can be easily integrated with other personal identification approaches allowing different security levels. The performances are evaluated via experimental tests carried out on a group of 25 volunteers. Results are encouraging, showing the promising potential of the system.
引用
下载
收藏
页数:13
相关论文
共 50 条
  • [1] Novel Hand Gesture Alert System
    Mambou, Sebastien
    Krejcar, Ondrej
    Maresova, Petra
    Selamat, Ali
    Kuca, Kamil
    APPLIED SCIENCES-BASEL, 2019, 9 (16):
  • [2] Parameter search for an Image Processing Fuzzy C-means hand gesture recognition system
    Wachs, J
    Stern, H
    Edan, Y
    2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 3, PROCEEDINGS, 2003, : 341 - 344
  • [3] Hand Gesture Recognition System Using Image Processing
    More, Sagar P.
    Sattar, Abdul
    2016 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, AND OPTIMIZATION TECHNIQUES (ICEEOT), 2016, : 671 - 675
  • [4] Classification of micro-Doppler radar hand-gesture signatures by means of Chebyshev moments
    Pallotta, Luca
    Cauli, Michela
    Clemente, Carmine
    Fioranelli, Francesco
    Giunta, Gaetano
    Farina, Alfonso
    2021 IEEE 8TH INTERNATIONAL WORKSHOP ON METROLOGY FOR AEROSPACE (IEEE METROAEROSPACE), 2021, : 182 - 187
  • [5] Hand Gesture Recognition Based on Ultrasound Technology: Pre-processing Stage
    Likhonina, Raissa
    2019 8TH MEDITERRANEAN CONFERENCE ON EMBEDDED COMPUTING (MECO), 2019, : 354 - 359
  • [6] Review on Real-Time EMG Acquisition and Hand Gesture Recognition system
    Patil, Nilima Mansing
    Patil, S. R.
    2017 INTERNATIONAL CONFERENCE OF ELECTRONICS, COMMUNICATION AND AEROSPACE TECHNOLOGY (ICECA), VOL 1, 2017, : 694 - 696
  • [7] A novel FPGA-based hand gesture recognition system
    Graduate Institute of Automation Technology, National Taipei University of Technology, Taipei, Taiwan
    J. Convergence Inf. Technol., 2012, 9 (221-229):
  • [8] A Novel System of Real Time Hand Tracking and Gesture Recognition
    Dhote, Anagha P.
    Parihar, Vikramsingh R.
    Sonar, Rashmi P.
    Nage, Roshani. S.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INVENTIVE COMPUTING AND INFORMATICS (ICICI 2017), 2017, : 512 - 516
  • [9] HAND GESTURE DETECTION SYSTEM
    Sharma, Devendra Kumar
    Saraswat, Mala
    ADVANCES AND APPLICATIONS IN MATHEMATICAL SCIENCES, 2021, 20 (03): : 355 - 360
  • [10] From Hand to Mouth - the Potential of Gesture in Language Acquisition
    Vogt, Susanne
    SPRACHE-STIMME-GEHOR, 2023, 47 (04): : 193 - 198