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Perceptual similarity image retrieval

机译:感知相似度图像检索

摘要

A system and method indexes an image database by partitioning an image thereof into a plurality of cells, combining the cells into intervals and then spots according to perceptual criteria, and generating a set of spot descriptors that characterize the perceptual features of the spots, such as their shape, color and relative position within the image. The shape preferably is a derivative of the coefficients of a Discrete Fourier Transform (DFT) of the perimeter trace of the spot. The set of spot descriptors forms as an index entry for the spot. This process repeated for the various images of the database. To search the index, a key comprising a set of spot descriptors for a query image is generated and compared according to a perceptual similarity metric to the entries of the index. The metric determines the perceptual similarity that the features of the query image match those of the indexed image. The search results are presented as a scored list of the indexed images. A wide variety of image types can be indexed and searched, including: bi-tonal, gray-scale, color, “real scene” originated, and artificially generated images. Continuous-tone “real scene” images such as digitized still pictures and video frames are of primary interest. There are stand alone and networked embodiments. A hybrid embodiment generates keys locally and performs image and index storage and perceptual comparison on a network or web server.
机译:一种系统和方法通过将图像数据库划分为多个单元格,将这些单元格按时间间隔组合在一起,然后根据感知标准将斑点组合在一起,并生成一组表征斑点的感知特征的斑点描述符,从而对图像数据库建立索引它们的形状,颜色和在图像中的相对位置。形状优选是斑点的周边迹线的离散傅立叶变换(DFT)的系数的导数。斑点描述符集形成为斑点的索引条目。对于数据库的各种映像重复此过程。为了搜索索引,生成包括一组用于查询图像的点描述符的关键字,并根据与该索引的条目的感知相似性度量将其进行比较。度量确定查询图像的特征与索引图像的特征匹配的感知相似度。搜索结果显示为索引图像的评分列表。可以对各种图像类型进行索引和搜索,包括:双色调,灰度,彩色,“真实场景”起源以及人工生成的图像。诸如数字化静态图片和视频帧之类的连续色调“真实场景”图像是最主要的兴趣所在。有独立的和联网的实施例。混合实施例在本地生成密钥,并在网络或Web服务器上执行图像和索引存储以及感知比较。

著录项

  • 公开/公告号US7031555B2

    专利类型

  • 公开/公告日2006-04-18

    原文格式PDF

  • 申请/专利权人 VLAD TROYANKER;

    申请/专利号US20030378160

  • 发明设计人 VLAD TROYANKER;

    申请日2003-02-28

  • 分类号G06K9/54;H04N1/00;G06F17/30;

  • 国家 US

  • 入库时间 2022-08-21 21:43:24

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