A Contourlet-Based Face Detection Method in Color Images

被引:1
|
作者
Sajedi, Hedieh [1 ]
Jamzad, Mansour [1 ]
机构
[1] Sharif Univ Technol, Dept Comp Engn, Tehran, Iran
关键词
D O I
10.1109/SITIS.2007.53
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The first step of any face processing system is detecting the location in images where faces are present. In this paper we present an upright frontal face detection system based on the multi-resolution analysis of the face. In this method firstly, skin-color information is used to detect skin pixels in color images; then, the skin-region blocks are decomposed into frequency sub-bands using contourlet transform. Features extracted from sub-bands are used to detect face in each block. 4 multi-layer perceptrone (MLP) neural network was trained to do this classification. To decrease false positive detection we use eyes and lips template matching. These templates achieved by averaging corresponding parts in LL sub-band of contourlet decomposition. Experimental results show that the proposed algorithm is effective and efficient in detecting frontal faces in color images.
引用
收藏
页码:727 / 732
页数:6
相关论文
共 50 条
  • [1] Contourlet-based Manifold Learning for Face Recognition
    Zhao, Zhenhua
    Hao, Xiaohong
    [J]. 2012 2ND INTERNATIONAL CONFERENCE ON UNCERTAINTY REASONING AND KNOWLEDGE ENGINEERING (URKE), 2012, : 196 - 199
  • [2] Contourlet-Based Features for Computerized Tumor Detection in Capsule Endoscopy Images
    Li, Baopu
    Meng, Max Q. -H.
    [J]. ANNALS OF BIOMEDICAL ENGINEERING, 2011, 39 (12) : 2891 - 2899
  • [3] Contourlet-Based Features for Computerized Tumor Detection in Capsule Endoscopy Images
    Baopu Li
    Max Q.-H. Meng
    [J]. Annals of Biomedical Engineering, 2011, 39 : 2891 - 2899
  • [4] CBS: Contourlet-Based Steganalysis Method
    Hedieh Sajedi
    Mansour Jamzad
    [J]. Journal of Signal Processing Systems, 2010, 61 : 367 - 373
  • [5] A contourlet-based method for writer identification
    He, ZY
    Tang, YY
    You, XG
    [J]. INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOL 1-4, PROCEEDINGS, 2005, : 364 - 368
  • [6] CBS: Contourlet-Based Steganalysis Method
    Sajedi, Hedieh
    Jamzad, Mansour
    [J]. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2010, 61 (03): : 367 - 373
  • [7] Contourlet-based feature extraction with PCA for face recognition
    Boukabou, Walid Riad
    Bouridane, Ahmed
    [J]. PROCEEDINGS OF THE 2008 NASA/ESA CONFERENCE ON ADAPTIVE HARDWARE AND SYSTEMS, 2008, : 482 - 486
  • [8] A contourlet-based method for handwritten signature verification
    Yang, Ming
    Yin, Zhongke
    Zhong, Zhi
    Wang, Shengshu
    Chen, Pei
    Xu, Yangsheng
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2007, : 1561 - +
  • [9] Face detection method for color images
    Petrescu, D
    Gelgon, M
    [J]. PROCEEDINGS OF THE FIFTH JOINT CONFERENCE ON INFORMATION SCIENCES, VOLS 1 AND 2, 2000, : A29 - A32
  • [10] Skin Detection using Contourlet-Based Texture Analysis
    Fotouhi, Mehran
    Rohban, Mohammad H.
    Kasaei, Shohreh
    [J]. ICDT: 2009 FOURTH INTERNATIONAL CONFERENCE ON DIGITAL TELECOMMUNICATIONS, 2009, : 59 - 64