Robust Webcam-Based Hand Detection for Initialisation of Hand-Gesture Communication

被引:0
|
作者
Strutz, Tilo [1 ]
Leipnitz, Alexander [1 ]
Senkel, Bjoern [1 ]
机构
[1] Leipzig Univ Telecommun HfTL, Inst Commun, Leipzig, Germany
关键词
Hand detection; Human-machine interaction; Initialisation of communication; Gesture recognition;
D O I
10.1007/978-3-319-99582-3_27
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The recognition of hand gestures is still a challenging task in real-life scenarios, especially when the hardware is restricted to a cheap optical camera. The first step in such systems is to find at least one hand that can be tracked in order to identify postures or gestures. We propose a robust and real-time method that is able to reliably detect the hand in various environments to initialize hand-gesture communication. It is based on an innovative combination of different sources of information (colour, motion, trajectory) and a dynamic hand-wave gesture commencing hand tracking and hand gesture recognition.
引用
收藏
页码:259 / 269
页数:11
相关论文
共 50 条
  • [41] Gesture-based interaction and communication: Automated classification of hand gesture contours
    Gupta, L
    Ma, S
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2001, 31 (01): : 114 - 120
  • [42] Usability test with medical personnel of a hand-gesture control techniques for surgical environment
    Bautista, Luis
    Maradei, Fernanda
    Pedraza, Gabriel
    [J]. INTERNATIONAL JOURNAL OF INTERACTIVE DESIGN AND MANUFACTURING - IJIDEM, 2020, 14 (03): : 1031 - 1040
  • [43] Max–min hand cropping method for robust hand region extraction in the image-based hand gesture recognition
    Jinwoo Jeong
    Yoonhee Jang
    [J]. Soft Computing, 2015, 19 : 815 - 818
  • [44] Cluster labeling and parameter estimation for the automated setup of a hand-gesture recognition system
    Wachs, JP
    Stern, H
    Edan, Y
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2005, 35 (06): : 932 - 944
  • [45] Deep-Learning for Hand-Gesture Recognition with Simultaneous Thermal and Radar Sensors
    Skaria, Sruthy
    Huang, Da
    Al-Hourani, Akram
    Evans, Robin J.
    Lech, Margaret
    [J]. 2020 IEEE SENSORS, 2020,
  • [46] Glove-Based Hand Gesture Recognition for Diver Communication
    Antillon, Derek W. Orbaugh
    Walker, Christopher R.
    Rosset, Samuel
    Anderson, Iain A.
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 34 (12) : 9874 - 9886
  • [47] A Hand Gesture Recognition Based Communication System for Silent Speakers
    Sriram, N.
    Nithiyanandham, M.
    [J]. 2013 INTERNATIONAL CONFERENCE ON HUMAN COMPUTER INTERACTIONS (ICHCI), 2013,
  • [48] Hand Gesture Interface Based on Improved Adaptive Hand Area Detection and Contour Signature
    Gu, Lei
    Yuan, Xiaoyang
    Ikenaga, Takeshi
    [J]. IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS SYSTEMS (ISPACS 2012), 2012,
  • [49] Usability test with medical personnel of a hand-gesture control techniques for surgical environment
    Luis Bautista
    Fernanda Maradei
    Gabriel Pedraza
    [J]. International Journal on Interactive Design and Manufacturing (IJIDeM), 2020, 14 : 1031 - 1040
  • [50] Optimization algorithm of particle filter in 3D hand-gesture tracking
    Xu, Ting
    Feng, Zhiquan
    Yang, Bo
    Jiang, Yan
    Xu, Tao
    [J]. Journal of Information and Computational Science, 2010, 7 (06): : 1381 - 1390