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METHOD AND APPARATUS FOR IMPROVING IMAGE RETRIEVAL AND SEARCH USING LATENT SEMANTIC INDEXING

机译:利用潜在语义索引改进图像检索和搜索的方法和装置

摘要

A method of creating an image database and searching the database is disclosed. A term-document matrix that includes at least two different domain features is created. Latent semantic indexing is applied to the term-document matrix to decompose the term-document matrix. Then a plurality of new vectors are added to a decomposed document matrix of the term-document matrix using a fold-in technique to complete the creation of the searchable image database. Consequently, images are retrieved from the image database by providing a query vector. The query vector is compared against each one of a plurality of document vectors of the decomposed document matrix. Finally, a plurality of images that are similar to the query vector are returned.
机译:公开了一种创建图像数据库并搜索数据库的方法。创建包括至少两个不同域特征的术语文档矩阵。潜在语义索引被应用于术语文档矩阵以分解术语文档矩阵。然后,使用折叠技术将多个新向量添加到术语文档矩阵的分解文档矩阵中,以完成可搜索图像数据库的创建。因此,通过提供查询向量从图像数据库检索图像。将查询向量与分解后的文档矩阵的多个文档向量中的每一个进行比较。最后,返回与查询向量相似的多个图像。

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