• DocumentCode
    3088918
  • Title

    Projection-Based Image Retrieval Using Class-Specific Metrics

  • Author

    Joia, Paulo ; Nieto, Erick Gomez ; Botelho, Glenda ; Neto, Jo Ao Batista ; Paiva, Afonso ; Nonato, Luis Gustavo

  • Author_Institution
    ICMC/SME, Univ. de Sao Paulo, Sao Carlos, Brazil
  • fYear
    2011
  • fDate
    28-31 Aug. 2011
  • Firstpage
    125
  • Lastpage
    132
  • Abstract
    Content-based image classification/retrieval based on image descriptors has become an essential component in most database systems. However, most existing systems do not provide mechanisms that enable interactive multi-objective queries, hampering the user experience. In this paper we present a novel methodology capable of accomplishing multi-objective searches while still being interactive. Our approach relies on a combination of class-specific metrics and multidimensional projection to devise an effective and interactive image retrieval system. Besides allowing visual exploration of image data sets, the provided results and comparisons show that the proposed approach outperforms existing methods, turning out to be a very attractive alternative for managing image data sets.
  • Keywords
    content-based retrieval; image classification; image retrieval; search problems; class-specific metrics; content-based image classification; image descriptors; interactive image retrieval system; interactive multiobjective queries; multidimensional projection; multiobjective search; projection-based image retrieval; Feature extraction; Helicopters; Image color analysis; Image retrieval; Measurement; Pipelines; Visualization; content-based image retrieval; multidimensional projection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Graphics, Patterns and Images (Sibgrapi), 2011 24th SIBGRAPI Conference on
  • Conference_Location
    Maceio, Alagoas
  • Print_ISBN
    978-1-4577-1674-4
  • Type

    conf

  • DOI
    10.1109/SIBGRAPI.2011.27
  • Filename
    6134723