• DocumentCode
    3377464
  • Title

    Semantic adaptation of consumer photo for mobile device access

  • Author

    Yin, Wenyuan ; Luo, Jiebo ; Chen, Chang Wen

  • Author_Institution
    Depart. of Comp. Sci. & Eng., State Univ. of New York at Buffalo, Buffalo, NY, USA
  • fYear
    2010
  • fDate
    May 30 2010-June 2 2010
  • Firstpage
    1173
  • Lastpage
    1176
  • Abstract
    This paper proposes a novel event-aware semantic image adaptation framework for accessing consumer photos via mobile devices. There are two major challenges to develop such an image adaptation framework: (1) how to bridge the semantic gap in the search for the desired photos from a consumer database; (2) how to perform appropriate adaptation for various small displays in order to maximize user´s perceptual experience according to the semantic significance of objects in photos. To meet the first challenge, an event semantics-guided extraction is developed based on statistical fusion of bottom-up low level features and top-down semantic features. To meet the second challenge, a key object-based semantic adaptation approach is designed to obtain the perceptually optimized Region of Interest (ROI). We conducted experiments based on the events defined in the Kodak consumer photo database. These experiments show that by utilizing the semantics of the photos with event-based a priori knowledge, the adaptation result outperforms the conventional attention based scheme. More importantly, the proposed framework can be easily extended to other events by adopting the event semantics based a priori knowledge into the adaptation system.
  • Keywords
    feature extraction; mobile computing; sensor fusion; visual databases; Kodak consumer photo database; consumer database; consumer photo access; consumer photo semantic adaptation; event semantics-guided extraction; event-aware semantic image adaptation framework; event-based a priori knowledge; key object-based semantic adaptation; mobile device access; region of interest; semantic gap; statistical fusion; Bridges; Computer networks; Design optimization; Displays; Face detection; Image databases; Image sampling; Laboratories; Object detection; Spatial databases;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (ISCAS), Proceedings of 2010 IEEE International Symposium on
  • Conference_Location
    Paris
  • Print_ISBN
    978-1-4244-5308-5
  • Electronic_ISBN
    978-1-4244-5309-2
  • Type

    conf

  • DOI
    10.1109/ISCAS.2010.5537309
  • Filename
    5537309