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Fusion of Single View Soft k-NN Classifiers for Multicamera Human Action Recognition

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dc.affiliation.dptoUC3M. Departamento de Informáticaes
dc.affiliation.grupoinvUC3M. Grupo de Investigación: Inteligencia Artificial Aplicada (GIAA)es
dc.contributor.authorCilla, Rodrigo
dc.contributor.authorPatricio Guisado, Miguel Ángel
dc.contributor.authorBerlanga de Jesús, Antonio
dc.contributor.authorMolina López, José Manuel
dc.date.accessioned2014-02-19T10:55:40Z
dc.date.available2014-02-19T10:55:40Z
dc.date.issued2010
dc.descriptionProceedings of: 5th International Conference on Hybrid Artificial Intelligence Systems (HAIS 2010). San Sebastián, Spain, June 23-25, 2010es
dc.description.abstractThis paper presents two different classifier fusion algorithms applied in the domain of Human Action Recognition from video. A set of cameras observes a person performing an action from a predefined set. For each camera view a 2D descriptor is computed and a posterior on the performed activity is obtained using a soft classifier. These posteriors are combined using voting and a bayesian network to obtain a single belief measure to use for the final decision on the performed action. Experiments are conducted with different low level frame descriptors on the IXMAS dataset, achieving results comparable to state of the art 3D proposals, but only performing 2D processing.es
dc.description.sponsorshipThis work was supported in part by Projects CICYT TIN2008-06742-C02-02/TSI, CICYT TEC2008-06732-C02-02/TEC, CAM CONTEXTS (S2009/TIC-1485) and DPS2008-07029-C02-02es
dc.description.statusPublicadoes
dc.format.mimetypeapplication/pdf
dc.identifier.bibliographicCitationCorchado, E. et al. (eds.) (2010) Hybrid Artificial Intelligent Systems: 5th International Conference, HAIS 2010, San Sebastián, Spain, June 23-25, 2010. Proceedings, Part II. (Lecture Notes in Computer Science, 6077). Springer, pp. 436- 443.es
dc.identifier.doi10.1007/978-3-642-13803-4_54
dc.identifier.isbn978-3-642-13803-4 (online)
dc.identifier.isbn978-3-642-13802-7 (print)
dc.identifier.issn0302-9743
dc.identifier.publicationfirstpage436
dc.identifier.publicationlastpage443
dc.identifier.publicationtitleHybrid Artificial Intelligence Systems: 5th International Conference, HAIS 2010, San Sebastián, Spain, June 23-25, 2010. Proceedings, Part II
dc.identifier.publicationvolume2
dc.identifier.urihttps://hdl.handle.net/10016/18291
dc.identifier.uxxiCC/0000012278
dc.language.isoenges
dc.publisherSpringeres
dc.relation.eventdate23-25 June, 2010es
dc.relation.eventnumber5es
dc.relation.eventplaceDONOSTIA-SAN SEBASTIANes
dc.relation.eventtitle5th International Conference on Hybrid Artificial Intelligence Systems (HAIS 2010)es
dc.relation.ispartofseriesLecture Notes in Computer Sciencees
dc.relation.ispartofseries6077es
dc.relation.projectIDComunidad de Madrid. S2009/TIC-1485/CONTEXTSes
dc.rights© 2010 Springer-Verlag Berlin Heidelberges
dc.rights.accessRightsopen accesses
dc.subject.ecienciaInformáticaes
dc.subject.otherSingle cameraes
dc.subject.otherSoft classifierses
dc.subject.otherHuman Action Recognitiones
dc.titleFusion of Single View Soft k-NN Classifiers for Multicamera Human Action Recognitiones
dc.typeconference paper*
dc.type.hasVersionAM*
dspace.entity.typePublication
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