Please use this identifier to cite or link to this item:
https://hdl.handle.net/1959.11/6328
Title: | Approximate Query Processing for a Content-Based Image Retrieval Method | Contributor(s): | Kwan, Paul H (author); Toraichi, Kazuo (author); Kitagawa, Hiroyuki (author); Kameyama, Keisuke (author) | Publication Date: | 2003 | DOI: | 10.1007/978-3-540-45227-0_51 | Handle Link: | https://hdl.handle.net/1959.11/6328 | Abstract: | An approximate query processing approach for a content-based image retrieval method based on probabilistic relaxation labeling is proposed. The novelty lies in the inclusion of a filtering mechanism based on a quasi lower bound on distance in the vector space that effectively spares the matching between the query and a number of database images from going through the expensive step of iterative updating the labeling probabilities. This resembles the two-step filter-and-refine query processing approach that has been applied to k-nearest neighbor (k-NN) retrieval in database research. It is confirmed by experiments that the proposed approach consistently returns a "close approximation" of the accurate result, in the sense of the first k' in the top k output of a k-NN search, while simultaneously reduces the amount of processing required. | Publication Type: | Conference Publication | Conference Details: | DEXA 2003: 14th International Conference on Database and Expert Systems Applications, Prague, Czech Republic, 1st - 5th September, 2003 | Source of Publication: | Database and Expert Systems Applications: 14th International Conference, DEXA 2003, Prague, Czech Republic, September 1-5, 2003, Proceedings, p. 517-526 | Publisher: | Springer | Place of Publication: | Berlin, Germany | Fields of Research (FoR) 2008: | 080108 Neural, Evolutionary and Fuzzy Computation 080109 Pattern Recognition and Data Mining 080106 Image Processing |
Socio-Economic Objective (SEO) 2008: | 890202 Application Tools and System Utilities | Peer Reviewed: | Yes | HERDC Category Description: | E1 Refereed Scholarly Conference Publication | Publisher/associated links: | http://trove.nla.gov.au/work/28360405 http://books.google.com/books?id=VK1o7obhmRUC&lpg=PR1&pg=PA517 |
Series Name: | Lecture Notes in Computer Science | Series Number : | 2736 |
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Appears in Collections: | Conference Publication |
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