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A fast MPEG-7 dominant color extraction with new similarity measure for image retrieval

机译:具有新的相似性度量的快速MPEG-7主色提取用于图像检索

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Dominant color descriptor (DCD) is one of the color descriptors proposed by MPEG-7 that has been extensively used for image retrieval. Among the color descriptors, DCD describes the salient color distributions in an image or a region of interest. DCD provides an effective, compact, and intuitive representation of colors presented in an image. In this paper, we will develop an efficient scheme for dominant color extraction. This approach significantly improves the efficiency of computation for dominant color extraction. In addition, we propose a modification for the MPEG-7 dissimilarity measure, which effectively improves the accuracy of perceptive similarity. Experimental results show that the proposed method achieves performance improvement not only in saving features extraction cost but also perceptually similar image retrieval.
机译:优势色彩描述符(DCD)是MPEG-7提出的色彩描述符之一,已被广泛用于图像检索。在颜色描述符中,DCD描述图像或感兴趣区域中的显着颜色分布。 DCD提供了图像中呈现的颜色的有效,紧凑和直观的表示。在本文中,我们将开发一种有效的主色提取方案。这种方法显着提高了主色提取的计算效率。另外,我们提出了对MPEG-7不相似度度量的修改,可以有效提高感知相似度的准确性。实验结果表明,该方法不仅在节省特征提取成本上,而且在感知上相似的图像检索上也取得了性能上的提高。

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