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基于Real AdaBoost算法的肤色分割方法.doc


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基于Real AdaBoost算法的肤色分割方法
?フ? 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。
?ス丶?词:肤色分割;Real AdaBoost算法;LUT型;圆形弱分类器;YCrCb色度空间;肤色分布

?ブ型挤掷嗪?: 文献标志码:A

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 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.

??Key words: skin segmentation; Real AdaBoost algorithm; Look??Up??Table (LUT) type; circle??like weak classifier; YCrCb chrominance space; skin??tone color distribution

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  • 页数9
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  • 上传人tiros009
  • 文件大小19 KB
  • 时间2017-12-08