Please use this identifier to cite or link to this item: https://doi.org/10.1145/2072298.2071949
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dc.titleDocument dependent fusion in multimodal music retrieval
dc.contributor.authorLi, Z.
dc.contributor.authorZhang, B.
dc.contributor.authorWang, Y.
dc.date.accessioned2013-07-04T08:25:42Z
dc.date.available2013-07-04T08:25:42Z
dc.date.issued2011
dc.identifier.citationLi, Z.,Zhang, B.,Wang, Y. (2011). Document dependent fusion in multimodal music retrieval. MM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops : 1105-1108. ScholarBank@NUS Repository. <a href="https://doi.org/10.1145/2072298.2071949" target="_blank">https://doi.org/10.1145/2072298.2071949</a>
dc.identifier.isbn9781450306164
dc.identifier.urihttp://scholarbank.nus.edu.sg/handle/10635/41360
dc.description.abstractIn this paper, we propose a novel multimodal fusion frame-work, document dependent fusion (DDF), which derives the optimal combination strategy for each individual document in the fusion process. For each document, we derive a document weight vector by estimating the descriptive abilities of its different modalities. The document weight vector also enables our framework to be easily integrated with existing multimodal fusion schemes, and achieve a better combination strategy for each document given a query. Experiments are conducted on a 17174-song music database to compare the retrieval accuracy of traditional query independent fusion and query dependent fusion approaches, and that obtained after integrating DDF with them. Experimental results indicate that DDF can significantly improve the retrieval performance of current fusion approaches. Copyright 2011 ACM.
dc.description.urihttp://libproxy1.nus.edu.sg/login?url=http://dx.doi.org/10.1145/2072298.2071949
dc.sourceScopus
dc.subjectDescriptive ability
dc.subjectDocument dependent fusion
dc.subjectMultimodal search
dc.subjectMusic
dc.subjectQuery dependent fusion
dc.typeConference Paper
dc.contributor.departmentCOMPUTER SCIENCE
dc.description.doi10.1145/2072298.2071949
dc.description.sourcetitleMM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops
dc.description.page1105-1108
dc.identifier.isiutNOT_IN_WOS
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