Multicamera Action Recognition with Canonical Correlation Analysis and Discriminative Sequence Classification

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dc.contributor.author Cilla, Rodrigo
dc.contributor.author Patricio Guisado, Miguel Ángel
dc.contributor.author Berlanga, Antonio
dc.contributor.author Molina, José M.
dc.date.accessioned 2014-03-10T09:46:02Z
dc.date.available 2014-03-10T09:46:02Z
dc.date.issued 2011
dc.identifier.bibliographicCitation Manuel Ferrández, J. et al. (eds.), 2011. Foundations on Natural and Artificial Computation: 4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011, La Palma, Canary Islands, Spain, May 30 - June 3, 2011. Proceedings, Part I. Lecture Notes in Computer Science: 6686. Berlin, Germany: Springer-Verlag, pp. 491-500.
dc.identifier.isbn 978-3-642-21343-4 (Print)
dc.identifier.isbn 978-3-642-21344-1 (Online)
dc.identifier.issn 0302-9743 (print)
dc.identifier.issn 1611-3349 (online)
dc.identifier.uri http://hdl.handle.net/10016/18438
dc.description Proceedings of: 4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011, La Palma, Canary Islands, Spain, May 30 - June 3, 2011.
dc.description.abstract This paper presents a feature fusion approach to the recognition of human actions from multiple cameras that avoids the computation of the 3D visual hull. Action descriptors are extracted for each one of the camera views available and projected into a common subspace that maximizes the correlation between each one of the components of the projections. That common subspace is learned using Probabilistic Canonical Correlation Analysis. The action classification is made in that subspace using a discriminative classifier. Results of the proposed method are shown for the classification of the IXMAS dataset.
dc.format.extent 10
dc.format.mimetype application/pdf
dc.language.iso eng
dc.publisher Springer
dc.relation.ispartofseries Lecture Notes in Computer Science
dc.relation.ispartofseries 6686
dc.rights © 2011 Springer-Verlag Berlin Heidelberg
dc.title Multicamera Action Recognition with Canonical Correlation Analysis and Discriminative Sequence Classification
dc.type conferenceObject
dc.type bookPart
dc.description.status Publicado
dc.subject.eciencia Informática
dc.identifier.doi 10.1007/978-3-642-21344-1_51
dc.rights.accessRights openAccess
dc.type.version acceptedVersion
dc.relation.eventdate May 30 - June 3, 2011
dc.relation.eventnumber 4
dc.relation.eventplace La Palma (Canary Islands)
dc.relation.eventtitle 4th International Work-Conference on the Interplay between Natural and Artificial Computation (IWINAC 2011)
dc.relation.eventtype proceeding
dc.identifier.publicationfirstpage 491
dc.identifier.publicationlastpage 500
dc.identifier.publicationtitle Foundations on Natural and Artificial Computation: 4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011, La Palma, Canary Islands, Spain, May 30 - June 3, 2011. Proceedings, Part I
dc.identifier.uxxi CC/0000017308
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