Skin Color Analysis and Segmentation in Complex Outdoor Background

被引:1
|
作者
Zhu, Hui [1 ]
Mastorakis, Nikos E. [2 ]
Zhuang, Xiaodong [3 ]
机构
[1] Qingdao Univ Sci & Technol, Qingdao 266042, Peoples R China
[2] Tech Univ Sofia, Sofia, Bulgaria
[3] WSEAS Headquaters, Ioannou Theologou 17-23, Zografos 15773, Greece
关键词
Skin detection; color space analysis; object segmentation;
D O I
10.1109/MCSI.2014.37
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper provides a way of skin detection in outdoor image based on multiple color space. The clustering is good in the color space YCgCr. Firstly, skin colors are projected in the color space CgCr and the fitting of distribution is carried through in order to wipe off a part of non skin color and gain the intersected image as the result of the first detection. Experimental results indicate that this fitting of distribution can have a good effect on reducing a mass of processing pixels of non skin color. Secondly, skin colors extracted in the first detection are projected in the color space GB in order to further wipe off part of the remaining non skin colors that are not reduced in the first detection by the fitting of distribution. Lastly, the relationships among the three components of every pixel of skin colors and non skin colors in the color space HSL are observed and the percentage of pixels corresponding to a certain relationship is calculated, so part of the non skin color can be further reduced based on the differences we find according to the observed relationship. Experimental results indicate that this algorithm has a good recognition effect and small amount of computation, it can be used in skin color detection in simple environment.
引用
收藏
页码:154 / 158
页数:5
相关论文
共 50 条
  • [31] Color segmentation of complex document images
    Nikolaou, N.
    Papamarkos, N.
    [J]. VISAPP 2006: PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 1, 2006, : 220 - +
  • [32] Dynamic object segmentation for outdoor analysis
    Salgado, L
    García, N
    Menéndez, JM
    Rendón, E
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2002, PTS 1 AND 2, 2002, 4671 : 593 - 603
  • [33] Outdoor Scene Image Segmentation Based on Background Recognition and Perceptual Organization
    Cheng, Chang
    Koschan, Andreas
    Chen, Chung-Hao
    Page, David L.
    Abidi, Mongi A.
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (03) : 1007 - 1019
  • [34] A color space study for skin lesion segmentation
    Nisar, Humaira
    Ch'ng, Yau Kwang
    Chew, Tsyr Yee
    Yap, Vooi Voon
    Yeap, Kim Ho
    Tang, Jyh Jong
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON CIRCUITS AND SYSTEMS (ICCAS 2013), 2013, : 172 - 176
  • [35] Application of Skin Color Model in Image Segmentation
    Wei, Wei
    Li, Tianyong
    Wei, Jinfu
    Zen, Detian
    Ning, Weimin
    [J]. INTELLIGENT INFORMATION PROCESSING IX, 2018, 538 : 394 - 401
  • [36] Fast and accurate skin segmentation in color images
    Tomaz, F
    Candeias, T
    Shahbazkia, H
    [J]. 1ST CANADIAN CONFERENCE ON COMPUTER AND ROBOT VISION, PROCEEDINGS, 2004, : 180 - 187
  • [37] Performance Analysis in Common Color Spaces of 2D Gaussian Color Model for Skin Segmentation
    Ketenci, Seniha
    Gencturk, Beste
    [J]. 2013 IEEE EUROCON, 2013, : 1647 - 1651
  • [38] On the Performance of Kernel Methods for Skin Color Segmentation
    Guerrero-Curieses, A.
    Rojo-Alvarez, J. L.
    Conde-Pardo, P.
    Landesa-Vazquez, I.
    Ramos-Lopez, J.
    Alba-Castro, J. L.
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2009,
  • [39] Skin segmentation using color and edge information
    Phung, SL
    Bouzerdoum, A
    Chai, D
    [J]. SEVENTH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOL 1, PROCEEDINGS, 2003, : 525 - 528
  • [40] Background recovering in outdoor image sequences: An example of soccer players segmentation
    Figueroa, Pascual J.
    Leite, Neucimar J.
    Barros, Ricardo M. L.
    [J]. IMAGE AND VISION COMPUTING, 2006, 24 (04) : 363 - 374