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A skin tone detection algorithm for an adaptive approach to steganography

机译:自适应隐写术的肤色检测算法

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摘要

Challenges face biometrics researchers and particularly those who are dealing with skin tone detection include choosing a colour space, generating the skin model and processing the obtained regions to fit applications. The majority of existing methods have in common the de-correlation of luminance from the considered colour channels. Luminance is underestimated since it is seen as the least contributing colour component to skin colour detection. This work questions this claim by showing that luminance can be useful in the segregation of skin and non-skin clusters. To this end, here we use a new colour space which contains error signals derived from differentiating the grayscale map and the non-red encoded grayscale version. The advantages of the approach are the reduction of space dimensionality from 3D, RGB, to 1D space advocating its unfussiness and the construction of a rapid classifier necessary for real time applications. The proposed method generates a 1D space map without prior knowledge of the host image. A comprehensive experimental test was conducted and initial results are presented. This paper also discusses an application of the method to image steganography where it is used to orient the embedding process since skin information is deemed to be psycho-visually redundant.
机译:生物识别技术研究人员,尤其是那些从事肤色检测的人员面临的挑战包括选择色彩空间,生成皮肤模型并处理获得的区域以适合应用。大多数现有方法都具有与所考虑的颜色通道不相关的亮度。亮度被低估了,因为它被认为是对肤色检测影响最小的颜色成分。这项工作通过显示亮度在隔离皮肤和非皮肤簇中很有用,对此要求提出了质疑。为此,在此我们使用一个新的色彩空间,其中包含从区分灰度图和非红色编码的灰度版本中得出的误差信号。该方法的优点是将空间尺寸从3D,RGB减少到一维空间,从而提倡其简洁性,并构造了实时应用所需的快速分类器。所提出的方法生成一维空间图,而无需事先了解宿主图像。进行了全面的实验测试,并给出了初步结果。本文还讨论了该方法在图像隐写术中的应用,该方法用于定向嵌入过程,因为皮肤信息被认为是心理-视觉上多余的。

著录项

  • 来源
    《Signal processing》 |2009年第12期|2465-2478|共14页
  • 作者单位

    School of Computing and Intelligent Systems, Faculty of Computing and Engineering, University of Ulster, BT48 7JL, Londonderry, Northern Ireland, UK;

    School of Computing and Intelligent Systems, Faculty of Computing and Engineering, University of Ulster, BT48 7JL, Londonderry, Northern Ireland, UK;

    School of Computing and Intelligent Systems, Faculty of Computing and Engineering, University of Ulster, BT48 7JL, Londonderry, Northern Ireland, UK;

    School of Computing and Intelligent Systems, Faculty of Computing and Engineering, University of Ulster, BT48 7JL, Londonderry, Northern Ireland, UK;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    luminance; colour transform; skin tone detection; steganography; object-oriented embedding;

    机译:亮度;颜色变换;肤色检测;隐写术面向对象的嵌入;

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