• DocumentCode
    531809
  • Title

    Bag-of-words classification of miniature illustrations

  • Author

    Grana, Costantino ; Borghesani, Daniele ; Gualdi, Giovanni ; Cucchiara, Rita

  • Author_Institution
    Univ. Degli Studi di Modena e Reggio Emilia, Modena, Italy
  • fYear
    2010
  • fDate
    12-14 April 2010
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In this paper a system for illuminated manuscripts images analysis is presented. In particular the bag-of-keypoints strategy, commonly adopted for object recognition, image classification and scene recognition, is applied to the classification of automatically extracted miniatures. Pictures are characterized by SURF descriptors, and a classification procedure is performed, comparing the results of Naïve Bayes and histogram intersection distance measures.
  • Keywords
    Bayes methods; image classification; object recognition; Naive Bayes; SURF descriptors; automatically extracted miniatures; bag-of-keypoints strategy; bag-of-words classification; histogram intersection distance measures; illuminated manuscripts images analysis; image classification; miniature illustrations; object recognition; scene recognition; Animals; Detectors; Error analysis; Histograms; Training; Visualization; Vocabulary;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Analysis for Multimedia Interactive Services (WIAMIS), 2010 11th International Workshop on
  • Conference_Location
    Desenzano del Garda
  • Print_ISBN
    978-1-4244-7848-4
  • Electronic_ISBN
    978-88-905328-0-1
  • Type

    conf

  • Filename
    5617658