Head Pose Estimation based on Fuzzy Systems using Facial Geometric Features

被引:0
作者
Sadeghzadeh, Arezoo [1 ]
Ebrahimnezhad, Hossein [1 ]
机构
[1] Sahand Univ Technol, Dept Elect Engn, Tabriz, Iran
来源
2016 8TH INTERNATIONAL SYMPOSIUM ON TELECOMMUNICATIONS (IST) | 2016年
关键词
head pose estimstion; facial features; facial geometry; fuzzy systems; facial landmark detection; CLASSIFICATION; MODEL;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Head pose estimation has many applications in the field of computer vision and it is a useful part of pose-invariant face recognition. In this paper, we propose a novel method to estimate head pose (yaw and pitch rotations) based on fuzzy systems by facial geometric features. Firstly, seven certain points are selected on face. These points includes some main properties. They are all visible even for large pose variations. Since no point is selected on mouth region, obviously this method is insensitive to facial expression. By these points, some ratios and angles are computed as the inputs of two fuzzy systems. The output data of these systems are the corresponding yaw and pitch angles. After training them and determining some parameters, they are used for head yaw and pitch estimation. This method is evaluated on two databases and the experimental results demonstrate that our proposed method is strongly accurate, robust, and beneficial for head pose estimation.
引用
收藏
页码:777 / 782
页数:6
相关论文
共 25 条
  • [1] [Anonymous], HEAD POSE ESTIMATION
  • [2] Brown LM, 2002, IEEE WORKSHOP ON MOTION AND VIDEO COMPUTING (MOTION 2002), PROCEEDINGS, P125, DOI 10.1109/MOTION.2002.1182224
  • [3] Hierarchical temporal graphical model for head pose estimation and subsequent attribute classification in real-world videos
    Demirkus, Meltem
    Precup, Doina
    Clark, James J.
    Arbel, Tal
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2015, 136 : 128 - 145
  • [4] Ebisawa Y, 2005, PROCEEDINGS OF THE 2005 IEEE INTERNATIONAL CONFERENCE ON VIRTUAL ENVIRONMENTS, HUMAN-COMPUTER INTERFACES AND MEASUREMENT SYSTEMS, P92
  • [5] The CAS-PEAL large-scale Chinese face database and baseline evaluations
    Gao, Wen
    Cao, Bo
    Shan, Shiguang
    Chen, Xilin
    Zhou, Delong
    Zhang, Xiaohua
    Zhao, Debin
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2008, 38 (01): : 149 - 161
  • [6] Gourier N., 2006, Multimodal Technologies for Perception of Humans. First International Evaluation Workshop on Classification of Events, Activities and Relationships, CLEAR 2006. Revised Selected Papers (Lecture Notes in Computer Science Vol.4122), P270
  • [7] Gourier N., 2004, ICPR INT WORKSH VIS
  • [8] Gruendig M, 2004, LECT NOTES COMPUT SC, V3175, P45
  • [9] Head pose estimation using image abstraction and local directional quaternary patterns for multiclass classification
    Han, ByungOk
    Lee, Suwon
    Yang, Hyun S.
    [J]. PATTERN RECOGNITION LETTERS, 2014, 45 : 145 - 153
  • [10] Hao Ji, 2011, 2011 18th IEEE International Conference on Image Processing (ICIP 2011), P3617, DOI 10.1109/ICIP.2011.6116500