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System and method for color characterization using fuzzy pixel classification with application in color matching and color match location

机译:使用模糊像素分类进行颜色表征的系统和方法及其在颜色匹配和颜色匹配定位中的应用

摘要

A system and method for measuring the similarity of multiple-color images and for locating regions of a target image having color information that matches, at least to a degree, the color information of a template image. A color characterization method operates to characterize the colors of an image and to measure the similarity between multiple-color images. For each image pixel, the method determines a color category or bin for the respective pixel based on HSI values of the respective pixel, wherein the color category is one of a plurality of possible color categories in HSI color space. In various embodiments, the weight of the pixel may be fractionally distributed across a plurality of color categories, e.g., as determined by applying fuzzy pixel classification with a fuzzy membership function. The percentage of pixels assigned to each category is then determined. The percentage of pixels in each color category is then used as a color feature vector to represent the color information of the color image. A quantitative measurement of the color similarity between color images is then computed based on the distance between their color feature vectors. Once the color information of a template image has been characterized, a target image may be searched in order to locate regions within the target image having matching color information. In one embodiment, a coarse-to-fine heuristic may be utilized, in which multiple search stages of decreasing granularity are performed. A first-stage search may operate to identify a list of candidate match regions based on the city-block distance of the color feature vector computed using a sub-sampling scheme. These candidate match regions may then be examined in further detail in order to determine final matches.
机译:一种用于测量多色图像的相似度并用于定位目标图像的区域的系统和方法,该目标图像的颜色信息至少在一定程度上与模板图像的颜色信息匹配。颜色表征方法用于表征图像的颜色并测量多色图像之间的相似度。对于每个图像像素,该方法基于相应像素的HSI值确定相应像素的颜色类别或面元,其中该颜色类别是HSI颜色空间中的多个可能的颜色类别之一。在各种实施例中,像素的权重可在多个颜色类别上部分地分布,例如,如通过应用具有模糊隶属度函数的模糊像素分类所确定的。然后确定分配给每个类别的像素百分比。然后,将每个颜色类别中的像素百分比用作颜色特征向量,以表示彩色图像的颜色信息。然后根据彩色图像之间的颜色特征向量之间的距离,计算彩色图像之间颜色相似性的定量度量。一旦已经表征了模板图像的颜色信息,就可以搜索目标图像以便在目标图像内定位具有匹配颜色信息的区域。在一个实施例中,可以利用从粗到细的启发式,其中执行递减的粒度的多个搜索阶段。第一阶段搜索可以用于基于使用子采样方案计算出的颜色特征矢量的城市块距离来识别候选匹配区域的列表。然后可以更详细地检查这些候选匹配区域以确定最终匹配。

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