Robust Facial Feature Extraction and Matching

被引:0
|
作者
Fookes, Clinton [1 ]
Chen, Daniel [1 ]
Lakemond, Ruan [1 ]
Sridharan, Sridha [1 ]
机构
[1] Queensland Univ Technol, Image & Video Res Lab, 2 George St, Brisbane, Qld 4001, Australia
来源
基金
澳大利亚研究理事会;
关键词
registration; statistical surface matching; correspondence; face recognition;
D O I
10.13176/11.262
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Automated feature extraction and correspondence determination is an extremely important problem in the face recognition community as it often forms the foundation of the normalisation and database construction phases of many recognition and verification systems. This paper presents a completely automatic feature extraction system based upon a modified volume descriptor. These features form a stable descriptor for faces and are utilised in a reversible jump Markov chain Monte Carlo correspondence algorithm to automatically determine correspondences which exist between faces. The developed system is invariant to changes in pose and occlusion and results indicate that it is also robust to minor face deformations which may be present with variations in expression.
引用
收藏
页码:140 / 154
页数:15
相关论文
共 50 条
  • [1] Robust iris feature extraction and matching
    Rakshit, S.
    Monro, D. M.
    [J]. PROCEEDINGS OF THE 2007 15TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING, 2007, : 487 - +
  • [2] Robust feature extraction and matching for omnidirectional images
    Scaramuzza, Davide
    Criblez, Nicolas
    Martinelli, Agostino
    Siegwart, Roland
    [J]. FIELD AND SERVICE ROBOTICS: RESULTS OF THE 6TH INTERNATIONAL CONFERENCE, 2008, 42 : 71 - 81
  • [3] Robust novel feature extraction and matching algorithms
    [J]. Wang, H.-L. (hailuo0112@gmail.com), 1600, Editorial Board of Jilin University (43):
  • [4] Robust facial feature points extraction in color images
    Zhou, Yue
    Li, Yin
    Wu, Zheng
    Ge, Meilin
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2011, 24 (01) : 195 - 200
  • [5] Facial Feature Extraction Based on Robust PCA and Histogram
    Luan, Xiao
    Li, Weisheng
    [J]. PATTERN RECOGNITION (CCPR 2014), PT II, 2014, 484 : 296 - 302
  • [6] Robust Feature Extraction for Facial Image Quality Assessment
    Thi Hai Binh Nguyen
    Van Huan Nguyen
    Kim, Hakil
    [J]. INFORMATION SECURITY APPLICATIONS, 2011, 6513 : 292 - 306
  • [7] Robust affine invariant feature extraction for image matching
    Cheng, Liang
    Gong, Jianya
    Yang, Xiaoxia
    Fan, Chong
    Han, Peng
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2008, 5 (02) : 246 - 250
  • [8] Facial feature extraction using gradient features and MQDF matching
    Ohyama, W.
    Shridhar, M.
    Watta, P.
    [J]. PROCEEDINGS OF THE EIGHTH IASTED INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING, 2006, : 329 - +
  • [9] Study on Facial Feature Extraction and Matching Based on Machine Learning
    Wang, Huijin
    [J]. AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (03): : 2881 - 2884
  • [10] Facial feature point extraction method based on combination of shape extraction and pattern matching
    Fukui, Kazuhiro
    Yamaguchi, Osamu
    [J]. Systems and Computers in Japan, 1998, 29 (06): : 49 - 58