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基于兴趣点局部分布特征的图像检索方法
引用本文:丁贵广,戴琼海,徐文立.基于兴趣点局部分布特征的图像检索方法[J].光电子.激光,2005,16(9):1101-1106.
作者姓名:丁贵广  戴琼海  徐文立
作者单位:清华大学自动化系宽带网数字媒体实验室,北京,100084
基金项目:国家重点自然科学基金资助项目(60432030);中国博士后科学基金资助项目(2005037349)
摘    要:提出了一种基于兴趣点颜色和空间分布特征的图像检索方法。该方法把图像内容看作为由若干兴趣点组成的集合,首先利用小波系数的空间方向树特性来检测兴趣点,然后利用基于兴趣点的环形颜色直方图和空间离散度来描述图像的特征,最后用加权特征距离来估计图像内容的相似度。同时,通过利用环形颜色直方图和空间离散度作为图像特征保证了该算法能够对图像的尺度变化、旋转变化和平移变化具有很好的抑制能力。在含有1000幅图像的数据库上所做的一系列实验表明,该算法与其它基于兴趣点的方法相比,能够更准确和高效地查找出用户所需的图像,明显地提高了检索精度。

关 键 词:图像检索  兴趣点  环形颜色直方图  空间离散度
文章编号:1005-0086(2005)09-1101-06
收稿时间:2005-01-06
修稿时间:2005-01-062005-05-17

A Method for Image Retrieval Technique Based on Local Distribution Features of Interest Points
Ding GuiGuang;Dai QiongHai;Xu WenLi.A Method for Image Retrieval Technique Based on Local Distribution Features of Interest Points[J].Journal of Optoelectronics·laser,2005,16(9):1101-1106.
Authors:Ding GuiGuang;Dai QiongHai;Xu WenLi
Abstract:A novel method for image retrieval based on color and spatial distribution features of interest points was presented.The content of one image is looked as an aggregation of some interest points.Firstly,we present a wavelet-based detector,which uses the space-tree property of the transform coefficients to estimate the interest points.Secondly,to provide geometric invariant image matching,annular color histogram and spatial cohesion based on interest points are presented to describe image features.Finally,the weighted feature distance is used to discriminate the similarity between two images.The annular color histogram and spatial cohesion are used to make this method remain invariant to the image's scale,rotation and translation.A series of experiments based on an image database consisting of 1000 images are performed to confirm the effectiveness of our method.In these experiments,our method provides more accurate and efficient retrieval performance comparing with other interest points-based retrieval method.
Keywords:image retrieval  interest points  annular color histogram  spatial cohesion
本文献已被 CNKI 维普 万方数据 等数据库收录!
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