Random Projection Tree and Multiview Embedding for Large-scale Image Retrieval

UTSePress Research/Manakin Repository

Search UTSePress Research


Advanced Search

Browse

My Account

Show simple item record

dc.contributor.author Xie, Bo en_US
dc.contributor.author Song, Mingli en_US
dc.contributor.author Mu, Yang en_US
dc.contributor.author Tao, Dacheng en_US
dc.contributor.editor Wong, Kevin K.W.; Mendis, B. Sumudu U.; Bouzerdoum, Abdesselam en_US
dc.date.accessioned 2012-02-02T11:07:57Z
dc.date.available 2012-02-02T11:07:57Z
dc.date.issued 2010 en_US
dc.identifier 2010001744 en_US
dc.identifier.citation Xie Bo et al. 2010, 'Random Projection Tree and Multiview Embedding for Large-scale Image Retrieval', , Springer, Berlin, Germany, , pp. 641-649. en_US
dc.identifier.issn 978-3-642-17536-7 en_US
dc.identifier.other E1 en_US
dc.identifier.uri http://hdl.handle.net/10453/16239
dc.description.abstract Image retrieval on large-scale datasets is challenging. Current indexing schemes, such as k-d tree, suffer from the a??curse of dimensionalitya? . In addition, there is no principled approach to integrate various features that measure multiple views of images, such as color histogram and edge directional histogram. We propose a novel retrieval system that tackles these two problems simultaneously. First, we use random projection trees to index data whose complexity only depends on the low intrinsic dimension of a dataset. Second, we apply a probabilistic multiview embedding algorithm to unify different features. Experiments on MSRA large-scale dataset demonstrate the efficiency and effectiveness of the proposed approach. en_US
dc.language English en_US
dc.publisher Springer en_US
dc.relation.isbasedon http://dx.doi.org/10.1007/978-3-642-17534-3_79 en_US
dc.title Random Projection Tree and Multiview Embedding for Large-scale Image Retrieval en_US
dc.parent The 17th International Conference on Neural Information Processing: Models and Applications (ICONIP 2010) en_US
dc.journal.volume en_US
dc.journal.number en_US
dc.publocation Berlin, Germany en_US
dc.identifier.startpage 641 en_US
dc.identifier.endpage 649 en_US
dc.cauo.name FEIT.Faculty of Engineering & Information Technology en_US
dc.conference Verified OK en_US
dc.for 080108 en_US
dc.personcode 0000066548 en_US
dc.personcode 0000066550 en_US
dc.personcode 0000066551 en_US
dc.personcode 111502 en_US
dc.percentage 100 en_US
dc.classification.name Neural, Evolutionary and Fuzzy Computation en_US
dc.classification.type FOR-08 en_US
dc.edition en_US
dc.custom International Conference on Neural Information Processing en_US
dc.date.activity 20101121 en_US
dc.location.activity Sydney, Australia en_US
dc.description.keywords Random Projection Tree; Multiview Embedding; Large-Scale Image Retrieval en_US
dc.staffid 111502 en_US


Files in this item

This item appears in the following Collection(s)

Show simple item record