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Bag-of-colors for Improved Image Search

机译:颜色袋可改善图像搜索

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This paper investigates the use of color information when used within a state-of-the-art large scale image search system. We introduce a simple yet effective and efficient color signature generation procedure. It is used either to produce global or local descriptors. As a global descriptor, it outperforms several state-of-the-art color description methods, in particular the bag-of-words method based on color SIFT. As a local descriptor, our signature is used jointly with SIFT descriptors (no color) to provide complementary information. This significantly improves the recognition rate, outperforming the state of the art on two image search benchmarks. We provide an open source package of our signature.
机译:本文研究了在最先进的大型图像搜索系统中使用颜色信息时的使用情况。我们介绍了一种简单而有效的颜色签名生成程序。它用于生成全局或局部描述符。作为全局描述符,它优于几种最新的颜色描述方法,特别是基于颜色SIFT的词袋方法。作为本地描述符,我们的签名与SIFT描述符(无颜色)一起使用以提供补充信息。这显着提高了识别率,在两个图像搜索基准上均超过了现有技术。我们提供签名的开源软件包。

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