An integrated head pose and eye gaze tracking approach to non-intrusive visual attention measurement for wide FOV simulators

被引:0
|
作者
Hua Cai
Yingzi Lin
机构
[1] Northeastern University,Department of Mechanical and Industrial Engineering
来源
Virtual Reality | 2012年 / 16卷
关键词
Eye gaze tracking; Head pose tracking; Multilayer perceptron (MLP); Visual attention;
D O I
暂无
中图分类号
学科分类号
摘要
Eye gaze tracking is very useful for quantitatively measuring visual attention in virtual environments. However, most eye trackers have a limited tracking range, e.g., ±35° in the horizontal direction. This paper proposed a method to combine head pose tracking and eye gaze tracking together to achieve a large range of tracking in virtual driving simulation environments. Multiple parallel multilayer perceptrons were used to reconstruct the relationship between head images and head poses. Head images were represented with the coefficients extracted from Principal Component Analysis. Eye gaze tracking provides precise results on the front view, while head pose tracking is more suitable for tracking areas of interest than for tracking points of interest on the side view.
引用
收藏
页码:25 / 32
页数:7
相关论文
共 11 条
  • [1] An integrated head pose and eye gaze tracking approach to non-intrusive visual attention measurement for wide FOV simulators
    Cai, Hua
    Lin, Yingzi
    [J]. VIRTUAL REALITY, 2012, 16 (01) : 25 - 32
  • [2] Non-intrusive eye gaze tracking under natural head movements
    Kim, SC
    Sked, M
    Ji, Q
    [J]. PROCEEDINGS OF THE 26TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2004, 26 : 2271 - 2274
  • [3] Non-intrusive eye gaze estimation without knowledge of eye pose
    Yoo, DH
    Chung, MJ
    [J]. SIXTH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, PROCEEDINGS, 2004, : 785 - 790
  • [4] Non-intrusive eye gaze estimation using a projective invariant under head movement\
    Yoo, Dong Hyun
    Chung, Myung Jin
    Ju, Dan Byung
    Choi, In Ho
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), VOLS 1-10, 2006, : 3443 - +
  • [5] Non-intrusive eye gaze direction tracking using color segmentation and hough transform
    Liang, David Bong Boon
    Houi, Lim Kok
    [J]. 2007 INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES, VOLS 1-3, 2007, : 602 - 607
  • [6] Stress generation and non-intrusive measurement in virtual environments using eye tracking
    Hirt, Christian
    Eckard, Marcel
    Kunz, Andreas
    [J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2020, 11 (12) : 5977 - 5989
  • [7] Stress generation and non-intrusive measurement in virtual environments using eye tracking
    Christian Hirt
    Marcel Eckard
    Andreas Kunz
    [J]. Journal of Ambient Intelligence and Humanized Computing, 2020, 11 : 5977 - 5989
  • [8] A novel non-intrusive eye gaze estimation using cross-ratio under large head motion
    Yoo, DH
    Chung, MJ
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2005, 98 (01) : 25 - 51
  • [9] Real-Time Non-intrusive Eye-gaze Tracking Based Wheelchair Control For The Physically Challenged
    Hyder, Rakib
    Chowdhury, Sayeed Shafayet
    Fattah, Shaikh Anowarul
    [J]. 2016 IEEE EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES), 2016, : 784 - 787
  • [10] Visual attention to their own paralytic limbs in children with spina bifida: Measurement of gaze direction using eye tracking
    Mano, Hiroshi
    Fujiwara, Sayaka
    Yabuki, Sayumi
    Takikawa, Kazuharu
    Tanaka, Hiroshi
    Haga, Nobuhiko
    [J]. PEDIATRICS INTERNATIONAL, 2022, 64 (01)