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基于Real Adaboost的肤色分割方法
引用本文:余益民,黄廷辉,桑涛.基于Real Adaboost的肤色分割方法[J].计算机应用,2011,31(12):3370-3372.
作者姓名:余益民  黄廷辉  桑涛
作者单位:桂林电子科技大学 计算机科学与工程学院,广西 桂林 541004
摘    要:提出了一种基于Real AdaBoost算法构造的肤色置信度分类器及动态阈值相结合的肤色分割方法。根据肤色在YCrCb色度空间的聚类性,通过大量肤色和非肤色样本用Real AdaBoost训练一族查找表(LUT)型圆形弱分类器,组成一个能输出连续置信度的强分类器,利用肤色强分类器计算图像中像素的肤色相似度,最后用大津法确定阈值对肤色相似图进行二值分割。实验表明,该方法能较好地描述肤色分布,误检率低,鲁棒性好。

关 键 词:肤色分割    Real  Adaboost    LUT型    YCrCb色度空间    肤色分布
收稿时间:2011-05-17
修稿时间:2011-07-14

Skin segmentation based on Real AdaBoost algorithm
YU Yi-ming,HUANG Ting-hui,SANG Tao.Skin segmentation based on Real AdaBoost algorithm[J].journal of Computer Applications,2011,31(12):3370-3372.
Authors:YU Yi-ming  HUANG Ting-hui  SANG Tao
Affiliation:1. School of Computer Science and Engineering, Guilin University of Electronic Science and Technology, Guilin Guanxi 541004 China2. School of Computer Science and Engineering, Guilin University of Electronic Science and Technology, Guilin Guanxi 541004,China
Abstract:This paper proposed a method for skin segmentation based on the similarity of skin-tone given by strengthened classifier which constructed via Real AdaBoost algorithm and dynamic threshold.Based on the clustering property of skin-tone distribution in YCrCb chrominance space, a set of weak classifiers in Look-Up-Table (LUT) type using circle-like features was trained via Real AdaBoost to form a strengthened classifier. Firstly, gray scale images indicated the skin-tone similarity of the pixels was created by processing the images with the strengthened classifier. Then skin segmentation was implemented according to the dynamic threshold selected through Da-Jing method. The experimental results show that the strengthened classifier has an outstanding ability for describing the distribution of skin-tone color in the YCrCb space. The method is robust, and efficient.
Keywords:skin segmentation                                                                                                                        Real Adaboost                                                                                                                        Look-Up-Table (LUT) type                                                                                                                        YCrCb chrominance space                                                                                                                        skin-tone color distribution
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