3D Hand Gesture Recognition using the Hough Transform

被引：3
|
作者：
Oprisescu, Serban [1 ]
Barth, Erhardt [1 ]
机构：
[1] Univ Politehn Bucuresti, LAPI, Bucharest, Romania
来源：
ADVANCES IN ELECTRICAL AND COMPUTER ENGINEERING | 2013年 / 13卷 / 03期
关键词：
image processing; computer vision; gesture recognition; Kinect camera; Hough transform;
D O I：
10.4316/AECE.2013.03012
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper presents an automatic 3D dynamic hand gesture recognition algorithm relying on both intensity and depth information provided by a Kinect camera. Gesture classification consists of a decision tree constructed on six parameters delivered by the Hough transform of projected 3D points. The Hough transform is originally applied, for the first time, on the projected gesture trajectories to obtain a reliable decision. The experimental data obtained from 300 video sequences with different subjects validate the proposed recognition method.
引用
收藏
页码：71 / 76
页数：6
相关论文
共 50 条
  • [1] Finger Detection for Hand Gesture Recognition Using Circular Hough Transform
    Biswas, Amrita
    [J]. ADVANCES IN COMMUNICATION, DEVICES AND NETWORKING, 2018, 462 : 651 - 660
  • [2] Hand Gesture Recognition Using 3D Sensors
    Goga, Jozef
    Kajan, Slavomir
    [J]. PROCEEDINGS OF 2017 INTERNATIONAL SYMPOSIUM ELMAR, 2017, : 181 - 184
  • [3] Hand Gesture Recognition with Generalized Hough Transform and DC-CNN Using RealSense
    Liao, Bo
    Li, Jing
    Ju, Zhaojie
    Ouyang, Gaoxiang
    [J]. 2018 8TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST 2018), 2018, : 84 - 90
  • [4] Survey on 3D Hand Gesture Recognition
    Cheng, Hong
    Yang, Lu
    Liu, Zicheng
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2016, 26 (09) : 1659 - 1673
  • [5] The Issues of 3D Hand Gesture and Posture Recognition Using the Kinect
    Boulabiar, Mohamed-Ikbel
    Coppin, Gilles
    Poirier, Franck
    [J]. HUMAN-COMPUTER INTERACTION: ADVANCED INTERACTION MODALITIES AND TECHNIQUES, PT II, 2014, 8511 : 205 - 214
  • [6] Improving Hand Gesture Recognition Using 3D Combined Features
    Elmezain, Mahmoud
    Al-Hamadi, Ayoub
    Michaelis, Bernd
    [J]. 2009 SECOND INTERNATIONAL CONFERENCE ON MACHINE VISION, PROCEEDINGS, ( ICMV 2009), 2009, : 128 - 132
  • [7] 3D Holographic Projections using Prism and Hand Gesture Recognition
    Dalvi, Ashwini A.
    Siddavatam, Irfan
    Dandekar, Nishigandha Girish
    Patil, Aniket, V
    [J]. ICARCSET'15: PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON ADVANCED RESEARCH IN COMPUTER SCIENCE ENGINEERING & TECHNOLOGY (ICARCSET - 2015), 2015,
  • [8] Implementation of 3D Hand Gesture Recognition System using FPGA
    Tsai, Tsung-Han
    Ho, Yuan-Chen
    Tsai, Yih-Ru
    [J]. 2018 INTERNATIONAL SOC DESIGN CONFERENCE (ISOCC), 2018, : 131 - 132
  • [9] View Invariant Hand Gesture Recognition using 3D Trajectory
    Yuan, Ruifeng
    Cheng, Jun
    Li, Pengcheng
    Chen, Guang
    Xie, Can
    Xie, Qi
    [J]. 2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 6315 - 6320
  • [10] A ToF 3D Database for Hand Gesture Recognition
    Simion, Georgiana
    Caleanu, Catalin-Daniel
    [J]. 2012 10TH INTERNATIONAL SYMPOSIUM ON ELECTRONICS AND TELECOMMUNICATIONS, 2012, : 363 - 366
12345