Facial Expression Recognition Using Shearlet Transform and Kirsch Masking

被引:0
作者
Fatema-Tuz-Zohora, Kaniz [1 ]
Ferdousi, Adnan [1 ]
Jabid, Taskeed [1 ]
机构
[1] East West Univ, Dept Comp Sci & Engn, Dhaka, Bangladesh
来源
PROCEEDINGS OF THE 2019 IEEE INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING APPLICATIONS (IEEE ICSIPA 2019) | 2019年
关键词
feature extractor; facial expression recognition; local binary pattern; discrete shearlet transform; kirsch compass kernel; LOCAL-BINARY-PATTERN; CLASSIFICATION;
D O I
10.1109/icsipa45851.2019.8977734
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a new feature extractor is proposed that is combined of Discrete Shearlet Transform (DST) system and Kirsch Compass Kernel (KCK) with Local Binary Pattern (LBP) for extracting features from images. Discrete Shearlet Transform gives multiresolute images of an image by highlighting the major edges along with detail features. On the other hand, Kirsch Compass Kernel (KCK) provides 8 different directional images with prominent edges which sharpen the edges in each direction. These characteristics of DST and KCK help LBP to extract the significant features of an image. The extracted features by LBP help to classify the images by using Support Vector Machine (SVM).
引用
收藏
页码:35 / 40
页数:6
相关论文
共 15 条
  • [1] Robust local features for remote face recognition
    Chen, Jie
    Patel, Vishal M.
    Liu, Li
    Kellokumpu, Vili
    Zhao, Guoying
    Pietikainen, Matti
    Chellappa, Rama
    [J]. IMAGE AND VISION COMPUTING, 2017, 64 : 34 - 46
  • [2] Sparse directional image representations using the discrete shearlet transform
    Easley, Glenn
    Labate, Demetrio
    Lim, Wang-Q
    [J]. APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2008, 25 (01) : 25 - 46
  • [3] Garibotto G., 2013, White Paper on Industrial Applications of Computer Vision and Pattern Recognition
  • [4] Guo K., 2005, WAVELETS SPLINES
  • [5] Rotation Invariant Texture Descriptor Using Local Shearlet-Based Energy Histograms
    He, Jiangping
    Ji, Hongwei
    Yang, Xin
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2013, 20 (09) : 905 - 908
  • [6] Kanade T., 2000, P 4 IEEE INT C AUT F, P46, DOI [10.1109/afgr.2000.840611, DOI 10.1109/AFGR.2000.840611]
  • [7] COMPUTER DETERMINATION OF CONSTITUENT STRUCTURE OF BIOLOGICAL IMAGES
    KIRSCH, RA
    [J]. COMPUTERS AND BIOMEDICAL RESEARCH, 1971, 4 (03): : 315 - &
  • [8] The Discrete Shearlet Transform: A New Directional Transform and Compactly Supported Shearlet Frames
    Lim, Wang-Q
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (05) : 1166 - 1180
  • [9] Median Robust Extended Local Binary Pattern for Texture Classification
    Liu, Li
    Lao, Songyang
    Fieguth, Paul W.
    Guo, Yulan
    Wang, Xiaogang
    Pietikainen, Matti
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 25 (03) : 1368 - 1381
  • [10] Automatic classification of single facial images
    Lyons, MJ
    Budynek, J
    Akamatsu, S
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (12) : 1357 - 1362