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Optimised KD-trees for fast image descriptor matching

Silpa-Anan, Chanop; Hartley, Richard

Description

In this paper, we look at improving the KD-tree for a specific usage: indexing a large number of SIFT and other types of image descriptors. We have extended priority search, to priority search among multiple trees. By creating multiple KD-trees from the same data set and simultaneously searching among these trees, we have improved the KD-tree's search performance significantly. We have also exploited the structure in SIFT descriptors (or structure in any data set) to reduce the time spent in...[Show more]

CollectionsANU Research Publications
Date published: 2008
Type: Conference paper
URI: http://hdl.handle.net/1885/37143
Source: Proceedings of CVPR 2008
DOI: 10.1109/CVPR.2008.4587638

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