Close

@InProceedings{SouzaArJrCoNaKeGu:2016:DeNuFe,
               author = "Souza, Kleber Jacques de and Araujo, Arnaldo de Albuquerque and 
                         Jr, Zenilton Kleber G. do Patrociinio and Cousty, Jean and Najman, 
                         Laurent and Kenmochi, Yukiko and Guimaraes, Silvio Jamil F.",
          affiliation = "NPDI/DCC/UFMG - Federal University of Minas Gerais - Computer 
                         Science Department - Belo Horizonte, MG, Brazil and NPDI/DCC/UFMG 
                         - Federal University of Minas Gerais - Computer Science Department 
                         - Belo Horizonte, MG, Brazil and {Audio-Visual Information Proc. 
                         Lab. (VIPLAB) - Computer Science Department -- ICEI -- PUC Minas} 
                         and Universite Paris-Est, Laboratoire d'Informatique Gaspard-Monge 
                         UMR 8049, UPEMLV, ESIEE Paris, ENPC, CNRS, F-93162 Noisy-le-Grand 
                         France and Universite Paris-Est, Laboratoire d'Informatique 
                         Gaspard-Monge UMR 8049, UPEMLV, ESIEE Paris, ENPC, CNRS, F-93162 
                         Noisy-le-Grand France and Universite Paris-Est, Laboratoire 
                         d'Informatique Gaspard-Monge UMR 8049, UPEMLV, ESIEE Paris, ENPC, 
                         CNRS, F-93162 Noisy-le-Grand France and {Audio-Visual Information 
                         Proc. Lab. (VIPLAB) - Computer Science Department -- ICEI -- PUC 
                         Minas}",
                title = "Decreasing the Number of Features for Improving Human Action 
                         Classification",
            booktitle = "Proceedings...",
                 year = "2016",
               editor = "Aliaga, Daniel G. and Davis, Larry S. and Farias, Ricardo C. and 
                         Fernandes, Leandro A. F. and Gibson, Stuart J. and Giraldi, Gilson 
                         A. and Gois, Jo{\~a}o Paulo and Maciel, Anderson and Menotti, 
                         David and Miranda, Paulo A. V. and Musse, Soraia and Namikawa, 
                         Laercio and Pamplona, Mauricio and Papa, Jo{\~a}o Paulo and 
                         Santos, Jefersson dos and Schwartz, William Robson and Thomaz, 
                         Carlos E.",
         organization = "Conference on Graphics, Patterns and Images, 29. (SIBGRAPI)",
            publisher = "IEEE Computer Society´s Conference Publishing Services",
              address = "Los Alamitos",
             keywords = "Spatio-temporal video segmentation, human action classification, 
                         BossaNova representation.",
             abstract = "Action classification in videos has been a very active field of 
                         research over the past years. Human action classification is a 
                         research field with application to various areas such as video 
                         indexing, surveillance, human-computer interfaces, among others. 
                         In this paper, we propose a strategy based on decreasing the 
                         number of features in order to improve accuracy in the human 
                         action classification task. Thus, to classify human action, we 
                         firstly compute a video segmentation for simplifying the visual 
                         information, in the following, we use a mid-level representation 
                         for representing the feature vectors which are finally classified. 
                         Experimental results demonstrate that our approach has improved 
                         the quality of human action classification in comparison to the 
                         baseline while using 60% less features.",
  conference-location = "S{\~a}o Jos{\'e} dos Campos, SP, Brazil",
      conference-year = "4-7 Oct. 2016",
                  doi = "10.1109/SIBGRAPI.2016.035",
                  url = "http://dx.doi.org/10.1109/SIBGRAPI.2016.035",
             language = "en",
                  ibi = "8JMKD3MGPAW/3M5KB8P",
                  url = "http://urlib.net/ibi/8JMKD3MGPAW/3M5KB8P",
           targetfile = "PID4373569.pdf",
        urlaccessdate = "2024, Apr. 29"
}


Close