• DocumentCode
    1926967
  • Title

    A compact saliency model for video-rate implementation

  • Author

    Ho-Phuoc, Tien ; Alacoque, Laurent ; Dupret, Antoine ; Guérin-Dugué, Anne ; Verdant, Arnaud

  • Author_Institution
    LETI, CEA, Grenoble, France
  • fYear
    2011
  • fDate
    6-9 Nov. 2011
  • Firstpage
    244
  • Lastpage
    248
  • Abstract
    Salient regions are useful for priority processing of fixated areas in case of limited computational or bandwidth resources. This paper presents an efficient and compact saliency model, compatible with image sensors implementation. In contrast with Itti´s reference model, our model relies on a low-complexity processing consisting of inter-frame difference, spatial contrast, and the central fixation bias. Simple weighted combinations of these factors show better results than Itti´s model. Moreover, a combination using time-varying weights further improves the performance; and results show that spatial saliency should be integrated after motion saliency. Besides, a new criterion compatible with image sensors is used to evaluate the models.
  • Keywords
    image motion analysis; image sensors; video signal processing; central fixation bias; compact saliency model; image sensor implementation; inter-frame difference; motion saliency; salient region; spatial contrast; time-varying weight; video-rate implementation; Decision support systems; central fixation bias; computational complexity; image sensor; motion; saliency; spatial contrast;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers (ASILOMAR), 2011 Conference Record of the Forty Fifth Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA
  • ISSN
    1058-6393
  • Print_ISBN
    978-1-4673-0321-7
  • Type

    conf

  • DOI
    10.1109/ACSSC.2011.6189994
  • Filename
    6189994