Robust facial 2D motion model estimation for 3D head pose extraction and automatic camera mouse implementation

被引:2
|
作者
Nabati M. [1 ]
Behrad A. [1 ]
机构
[1] Electrical Engineering Department, Shahed University, Tehran
关键词
3D head pose estimation; Camera mous; Mouse pointer control; Visual tracking module;
D O I
10.1109/ISTEL.2010.5734135
中图分类号
学科分类号
摘要
In this paper, we present a novel approach to 3D head pose estimation from monocular camera images for the control of mouse pointer movements on the screen and clicking events. This work is motivated by the goal of providing a non-contact instrument to control the mouse pointer on a PC system for handicapped people with severe disabilities using low-cost and widely available hardware. The required information is derived from video data captured using a monocular web camera mounted on the computer monitor. Our approach proceeds in six stages. First, the face area is extracted using Haar-like features and AdaBoost algorithm. Second, the locations of the point features are detected and tracked over video frames by LK algorithm. Third, the 2D transformation model between consecutive frames is estimated by matching features and robust RANSAC algorithm. Fourth, the estimated 2D transformation model is applied to four supposed points on the face area. Then, the 3D rotation matrix and translation vector between the web camera and 3D head pose are estimated using four points correspondences. Finally, the 3D rotation and translation matrix is applied for estimating the mouse pointer movements on the PC screen and clicking events. Experimental results showed the promise of the algorithm. © 2010 IEEE.
引用
收藏
页码:817 / 824
页数:7
相关论文
共 50 条
  • [31] Pose and illumination invariant 2D to 3D facial recognition system
    Yang, Ukil
    Shin, Hyoungchul
    Sohn, Kwanghoon
    ICIEA 2008: 3RD IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, PROCEEDINGS, VOLS 1-3, 2008, : 2121 - 2126
  • [32] 3D Human Pose Estimation with 2D Marginal Heatmaps
    Nibali, Aiden
    He, Zhen
    Morgan, Stuart
    Prendergast, Luke
    2019 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV), 2019, : 1477 - 1485
  • [33] Initial Pose Estimation Method in 2D/3D Registration
    Sun, Tao
    Guo, Ke
    Liu, Chuanba
    Zhang, Tao
    Song, Yimin
    Ma, Xinlong
    Tianjin Daxue Xuebao (Ziran Kexue yu Gongcheng Jishu Ban)/Journal of Tianjin University Science and Technology, 2022, 55 (02): : 143 - 150
  • [34] Robust 3D Camera Motion Parameter Estimation for Video Coding
    Kim, Eung-Tae
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2007, 7 (02): : 96 - 105
  • [35] Design in 2D, model in 3D: Live 3D pose generation from 2D sketches
    Tosco, Paolo
    Mackey, Mark
    Cheeseright, Tim
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2019, 258
  • [36] A Stable Algebraic Camera Pose Estimation for Minimal Configurations of 2D/3D Point and Line Correspondences
    Zhou, Lipu
    Ye, Jiamin
    Kaess, Michael
    COMPUTER VISION - ACCV 2018, PT IV, 2019, 11364 : 273 - 288
  • [37] Robust 3D Pose Estimation and Efficient 2D Region-Based Segmentation from a 3D Shape Prior
    Dambreville, Samuel
    Sandhu, Romeil
    Yezzi, Anthony
    Tannenbaum, Allen
    COMPUTER VISION - ECCV 2008, PT II, PROCEEDINGS, 2008, 5303 : 169 - 182
  • [38] A Feasible Face Pose Estimation by Evaluating 3D Facial Feature Vectors from 2D Features
    Kim, Wongki
    Lee, Hyungwoo
    Lee, Wonjin
    Song, Hyejin
    Chun, Junchul
    2013 15TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY (ICACT), 2013, : 668 - 671
  • [39] Robust and Accurate 3D Head Pose Estimation through 3DMM and Online Head Model Reconstruction
    Yu, Yu
    Mora, Kenneth Alberto Funes
    Odobez, Jean-Marc
    2017 12TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG 2017), 2017, : 711 - 718
  • [40] 2D/3D image (facial) comparison using camera matching
    Goos, Mirelle I. M.
    Alberink, Ivo B.
    Ruifrok, Arnout C. C.
    FORENSIC SCIENCE INTERNATIONAL, 2006, 163 (1-2) : 10 - 17