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Image retrieval by syntactic characterization of appearance

机译:通过外观的语法表征检索图像

摘要

An image retrieval method which includes producing multiscale vectors associated with points in a set of database images, indexing the database vectors to produce a database vector index, producing query multiscale vectors associated with points in a query image, and matching the query vectors with the indexed database vectors to identify a database image which is similar to the query image. Each of the database multiscale vectors and the query multiscale vectors includes multiple single scale vectors associated with corresponding spatial scales. The method can include applying a single scale image processing procedure at each of the spatial scales to produce single scale vectors and combining single scale vectors each associate with a given point in an image to form a multiscale vector associated with that point. The single scale image processing procedure can include evaluating multiple smoothed spatial derivatives of image intensity at a point in an image and transforming the spatial derivatives to produce a single scale vector which is insensitive to rotation of the image about the point.
机译:一种图像检索方法,包括产生与一组数据库图像中的点关联的多尺度向量,对数据库向量进行索引以产生数据库向量索引,产生与查询图像中的点关联的查询多尺度向量,以及将查询向量与索引匹配数据库向量来标识类似于查询图像的数据库图像。数据库多尺度向量和查询多尺度向量中的每一个包括与对应的空间尺度相关联的多个单尺度向量。该方法可以包括在每个空间比例尺上应用单比例尺图像处理过程以产生单比例尺矢量,并且将每个与图像中的给定点相关联的单比例尺矢量进行组合以形成与该点相关联的多比例尺矢量。单尺度图像处理过程可以包括:评估图像中的点处的图像强度的多个平滑的空间导数;以及变换空间导数以产生对图像围绕该点的旋转不敏感的单尺度矢量。

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