Block-oriented image decomposition and retrieval in image database systems

Edward Remias, Gholamhosein Sheikholeslami, A. Zhang
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引用次数: 18

Abstract

We investigate approaches to support effective and efficient retrieval of image data based on content. We first introduce an effective block-oriented image decomposition structure which can be used to represent image content in image database systems. We then discuss the application of this image data model to content-based image retrieval. Using wavelet transforms to extract image features, significant content features can be extracted from image data through decorrelating the data in their pixel format into the frequency domain. Feature vectors of images can then be constructed. Content-based image retrieval is performed by comparing the feature vectors of the query image and the decomposed segments in database images. Our experimental analysis illustrates that the proposed block-oriented image representation offers a novel decomposition structure to be used to facilitate effective and efficient image retrieval.
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图像数据库系统中面向分块的图像分解与检索
我们研究了支持基于内容的有效和高效的图像数据检索的方法。首先介绍了一种有效的面向块的图像分解结构,该结构可用于表示图像数据库系统中的图像内容。然后讨论了该图像数据模型在基于内容的图像检索中的应用。利用小波变换提取图像特征,将图像数据以像素格式解相关到频域,可以提取出重要的内容特征。然后可以构造图像的特征向量。基于内容的图像检索是通过比较查询图像和数据库图像中分解片段的特征向量来实现的。我们的实验分析表明,提出的面向块的图像表示提供了一种新的分解结构,用于促进有效和高效的图像检索。
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