Gabor Based Face Recognition with Dynamic Time Warping

被引:0
|
作者
Venkatramaphanikumar, S. [1 ]
Prasad, V. Kamakshi [2 ]
机构
[1] Vignan Univ, Dept CSE, Vadlamudi, Andhra Pradesh, India
[2] Jawaharlal Nehru Univ Technol, Sch Informat Technol, Hyderabad, Andhra Pradesh, India
关键词
Gabor Wavelets; Dynamic Time Warping (DTW); Euclidean Distance; Principal Component Analysis (PCA);
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Many approaches are proposed for face recognition from last three decades but they are challenging the problems like illumination, pose and scaling variations. In this paper a new methodology has been proposed for improving the efficiency of face recognition based on local feature extraction using Gabor Wavelets. The extracted features are classified using non linear matching algorithm like Dynamic Time Warping (DTW). DTW is a technique which is used to identify an optimal warp between two feature vectors. Based on the constraints of DTW it provides better accuracy than the existing methods with Euclidean distance. The proposed method has given 96.19% recognition rate on Grimace face database, 86.38% of recognition rate on ORL and 90.67% on Yale like standard bench mark face databases.
引用
收藏
页码:349 / 353
页数:5
相关论文
共 50 条
  • [31] Hand gesture recognition using subunit-based dynamic time warping
    Wang, Yanrung
    Shimada, Atsushi
    Yamashita, Takayoshi
    Taniguchi, Rin-ichiro
    [J]. PROCEEDINGS OF THE EIGHTEENTH INTERNATIONAL SYMPOSIUM ON ARTIFICIAL LIFE AND ROBOTICS (AROB 18TH '13), 2013, : 480 - 483
  • [32] Modified Dynamic Time Warping Based on Direction Similarity for Fast Gesture Recognition
    Choi, Hyo-Rim
    Kim, TaeYong
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2018, 2018
  • [33] Heart beat classification and matching recognition based on hierarchical dynamic time warping
    Liu Si
    Zhan Enqi
    Wang Yang
    Zheng Jianbin
    [J]. FOURTH INTERNATIONAL WORKSHOP ON PATTERN RECOGNITION, 2019, 11198
  • [34] Dynamic Time Warping applied to Tamil character recognition
    Niels, R
    Vuurpijl, L
    [J]. EIGHTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, VOLS 1 AND 2, PROCEEDINGS, 2005, : 730 - 734
  • [35] APPLICATION OF DYNAMIC TIME WARPING TO CONNECTED DIGIT RECOGNITION
    RABINER, LR
    SCHMIDT, CE
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1980, 28 (04): : 377 - 388
  • [36] GABOR FILTER-BASED FACE RECOGNITION TECHNIQUE
    Barbu, Tudor
    [J]. PROCEEDINGS OF THE ROMANIAN ACADEMY SERIES A-MATHEMATICS PHYSICS TECHNICAL SCIENCES INFORMATION SCIENCE, 2010, 11 (03): : 277 - 283
  • [37] Face recognition based on image enhancement and gabor features
    Wang, Guoqiang
    Ou, Zongying
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 481 - 481
  • [38] Isolated Word Recognition using Dynamic Time Warping
    Kaleka, Jagdev Singh
    [J]. RECENT ADVANCES IN CIRCUITS, SYSTEMS AND SIGNALS, 2010, : 293 - +
  • [39] Speech recognition using Dynamic Time Warping (DTW)
    Permanasari, Yurika
    Harahap, Erwin H.
    Ali, Erwin Prayoga
    [J]. 2ND INTERNATIONAL CONFERENCE ON APPLIED & INDUSTRIAL MATHEMATICS AND STATISTICS, 2019, 1366
  • [40] On using dynamic programming for time warping in pattern recognition
    Mizutani, Eiji
    Dreyfus, Stuart
    [J]. INFORMATION SCIENCES, 2021, 580 : 684 - 704