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
  • [31] Contourlet-Based Texture Classification with Product Bernoulli Distributions
    Dong, Yongsheng
    Ma, Jinwen
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2011, PT II, 2011, 6676 : 9 - +
  • [32] Contourlet-Based Multiband Image Fusion for Improving Classification Accuracy in IRS LISS III Images
    Venkateswaran, K.
    Kasthuri, N.
    Balakrishnan, K.
    Prakash, K.
    [J]. ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 2, 2015, 325 : 201 - 211
  • [33] Robust Contourlet-Based Watermarking for Depth-Image-Based Rendering 3D Images
    Chen, Lei
    Zhao, Jiying
    [J]. 2016 IEEE INTERNATIONAL SYMPOSIUM ON BROADBAND MULTIMEDIA SYSTEMS AND BROADCASTING (BMSB), 2016,
  • [34] Multiple Face Detection in Color Images
    Archana, T.
    Venugopal, T.
    Kumar, M. Praneeth
    [J]. 2015 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION ENGINEERING SYSTEMS (SPACES), 2015, : 82 - 85
  • [35] Human face detection in color images
    Zaqout, I
    Zainuddin, R
    Baba, S
    [J]. ADVANCES IN COMPLEX SYSTEMS, 2004, 7 (3-4): : 369 - 383
  • [36] Human face detection from images, based on skin color
    Alabbasi, Hesham A.
    Moldoveanu, Florica
    [J]. 2014 18TH INTERNATIONAL CONFERENCE SYSTEM THEORY, CONTROL AND COMPUTING (ICSTCC), 2014, : 532 - 537
  • [37] FACE DETECTION USING THE VIOLA JONES METHOD WITH SEGMENTATION OF SKIN COLOR ON FACE IMAGES
    Fachrurrozi, Muhammad
    Saparudin
    Afif, Kerel Khalif
    [J]. JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2020, 15 (04): : 2149 - 2162
  • [38] A detection method of face regions in color images by using evolutionally computation
    Mitsukura, Y
    Fukumi, M
    Akamatsu, N
    [J]. IJCNN'01: INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2001, : 2253 - 2257
  • [39] Color images illumination compensation method for human face region detection
    Yu, Yang
    Li, Xiaobin
    Sun, Haiyan
    [J]. ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING III, 2014, 678 : 162 - +
  • [40] A Face Detection Method Based on Skin Color Model
    Zhang, Dazhi
    Wu, Boying
    Sun, Jiebao
    Liao, Qinglei
    [J]. PROCEEDINGS OF THE 11TH JOINT CONFERENCE ON INFORMATION SCIENCES, 2008,