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Image Indexing Based On Mpeg-7 Scalable Color Descriptor

机译:基于Mpeg-7可扩展颜色描述符的图像索引

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The MPEG-7 standard defines a set of descriptors that extract low-level features such as color, texture and object shape from an image and generate metadata that represents the extracted information. In this paper we propose a new image retrieval technique for image indexing based on the MPEG-7 scalable color descriptor. We use some specifications of the scalable color descriptor (SCD) for the implementation of the color histograms. The MPEG-7 standard defines l_t - norm based matching in the SCD. But in our approach, for distance measurement, we achieve a better result by using cosine similarity coefficient for color histograms. This approach has significantly increased the accuracy of obtaining results for image retrieval. Experiments based on scalable color descriptors are illustrated. We also present the color spaces supported by the different image and video coding standards such as JPEG-2000, MPEG-1,2,4 and MPEG-7. In addition, this paper outlines the broad details of MPEG-7 Color Descriptors.
机译:MPEG-7标准定义了一组描述符,这些描述符从图像中提取诸如颜色,纹理和对象形状之类的低级特征,并生成代表所提取信息的元数据。在本文中,我们提出了一种基于MPEG-7可伸缩颜色描述符的图像检索新技术。我们使用可伸缩颜色描述符(SCD)的一些规范来实现颜色直方图。 MPEG-7标准在SCD中定义了基于l_t-规范的匹配。但是在我们的方法中,对于距离测量,我们通过将余弦相似系数用于颜色直方图来获得更好的结果。这种方法大大提高了获取图像检索结果的准确性。说明了基于可伸缩颜色描述符的实验。我们还介绍了不同图像和视频编码标准(例如JPEG-2000,MPEG-1、2、4和MPEG-7)支持的色彩空间。此外,本文概述了MPEG-7颜色描述符的广泛细节。

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