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Learning to distribute vocabulary indexing for scalable visual search

Ji, Rongrong; Duan, Ling-Yu; Chen, Jie; Xie, Lexing; Yao, Hongxun; Gao, Wei

Description

In recent years, there is an ever-increasing research focus on Bag-of-Words based near duplicate visual search paradigm with inverted indexing. One fundamental yet unexploited challenge is how to maintain the large indexing structures within a single server subject to its memory constraint, which is extremely hard to scale up to millions or even billions of images. In this paper, we propose to parallelize the near duplicate visual search architecture to index millions of images over multiple...[Show more]

CollectionsANU Research Publications
Date published: 2013
Type: Journal article
URI: http://hdl.handle.net/1885/74206
Source: IEEE Transactions on Multimedia
DOI: 10.1109/TMM.2012.2225035

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