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In this article, we draw an analogy between image retrieval and text retrieval and propose a visual phrase-based approach to retrieve images containing desired objects (object-based image retrieval). The visual phrase is defined as a pair of frequently co-occurred adjacent local image patches and is constructed using data mining. We design methods on how to construct visual phrase and how to index\/search images based on visual phrase. We demonstrate experiments to show our visual phrase-based approach can be very efficient and more effective than current visual word-based approach.<\/jats:p>","DOI":"10.1145\/1404880.1404887","type":"journal-article","created":{"date-parts":[[2008,11,6]],"date-time":"2008-11-06T13:49:43Z","timestamp":1225979383000},"page":"1-19","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":18,"title":["Constructing visual phrases for effective and efficient object-based image retrieval"],"prefix":"10.1145","volume":"5","author":[{"given":"Qing-Fang","family":"Zheng","sequence":"first","affiliation":[{"name":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wen","family":"Gao","sequence":"additional","affiliation":[{"name":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2008,10,30]]},"reference":[{"volume-title":"Proceeding of the 20th International Conference on VLDB, J. 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