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Effective Search of Color-Spatial Image Using Semantic Indexing

机译:使用语义索引有效搜索色彩空间图像

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Most of the data stored in libraries are in digital form will contain either pictures or video, which is tough to search or browse. Methods which are automatic for searching picture collections made large use of color histograms, because they are very strong to wide changes in viewpoint, and can be calculated trivially. However, color histograms unable to present spatial data, and therefore tend to give lesser results. By using combination of color information with spatial layout we have developed several methods, while retrieving the advantages of histograms. A method computes a given color as a function of the distance between two pixels, which we call a color correlogram. We propose a color-based image descriptor that can be used for image indexing based on high-level semantic concepts. The descriptor is based on Kobayashi’s Color Image Scale, which is a system that includes 130 basic colors combined in 1180 three-color combinations. The words are represented in a two dimensional semantic space into groups based on perceived similarity. The modified approach for statistical analysis of pictures involves transformations of ordinary RGB histograms. Then a semantic image descriptor is derived, containing semantic data about both color combinations and single colors in the image.
机译:图书馆中存储的大多数数据都是数字格式的,将包含图片或视频,这很难搜索或浏览。自动搜索图片集的方法大量使用了颜色直方图,因为它们对于视点的广泛变化非常强大,并且可以轻松地进行计算。但是,颜色直方图无法显示空间数据,因此倾向于给出较少的结果。通过结合使用颜色信息和空间布局,我们开发了几种方法,同时检索了直方图的优点。一种方法根据两个像素之间的距离来计算给定的颜色,我们称其为颜色相关图。我们提出了一种基于颜色的图像描述符,该描述符可用于基于高级语义概念的图像索引。描述符基于Kobayashi的“彩色图像比例”,该系统包含130种基本颜色和1180种三色组合。这些单词在二维语义空间中根据感知的相似性分为几组。图片的统计分析的改进方法涉及普通RGB直方图的转换。然后,导出语义图像描述符,其中包含有关图像中颜色组合和单色的语义数据。

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