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Dynamic Focus Window Selection Using a Statistical Color Model

机译:使用统计颜色模型选择动态焦点窗口

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We previously showed the necessity of utilizing dynamic methods to select focus window for passive autofocus in digital imaging systems. One possibility is to track the photographer's pupil through a modified viewfinder so that the region of interest in a target image can be determined, as previously described. Yet this assumes that a user is on site and he/she looks through the viewfinder, which is less and less practiced as a result of the availability of liquid crystal displays (LCD) on most consumer digital imaging systems. An alternative is to use pattern recognition to select focus windows when the imaging targets are known in advance and can be extracted from their background. In this paper, one of such cases, where the imaging targets are humans, is discussed in detail. The theoretical basis for dynamic focus window selection is briefly reviewed. And an example is given to demonstrate the effects of different focus windows on the imaging results. Then the focus window selecting technique using a statistical model of human skin colors is described in detail. The incoming target image in RGB color space is transformed into 2-dimension (r, g) space. Each pixel is binarized according to the relationship between its (r, g) value and the skin color distribution. Thus skin regions in the image are extracted. Morphological operations are then applied to the resultant binary image to reduce the number and irregularity of the skin regions. A rectangle can be fitted to the extracted skin region and used as the focus window. Experimental results are given to demonstrate the advantages of the proposed method.
机译:先前,我们表明了在数字成像系统中利用动态方法选择聚焦窗口以进行被动自动聚焦的必要性。一种可能性是通过修改后的取景器跟踪摄影者的瞳孔,以便可以确定目标图像中的关注区域,如前所述。然而,这假定用户在现场并且他/她通过取景器看,这是由于大多数消费者数字成像系统上液晶显示器(LCD)的可用性而越来越少地实践的。一种替代方法是,在事先知道成像目标并可以从其背景中提取成像目标时,使用模式识别来选择聚焦窗口。在本文中,将详细讨论其中一种成像目标是人类的情况。简要回顾了动态聚焦窗口选择的理论基础。并举例说明了不同聚焦窗对成像结果的影响。然后,详细描述使用人类肤色统计模型的聚焦窗口选择技术。 RGB颜色空间中的传入目标图像将转换为二维(r,g)空间。每个像素根据其(r,g)值与肤色分布之间的关系进行二值化。因此,提取图像中的皮肤区域。然后将形态学操作应用于所得的二值图像,以减少皮肤区域的数量和不规则性。可以将矩形拟合到提取的皮肤区域,并将其用作焦点窗口。实验结果证明了该方法的优点。

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