• DocumentCode
    2172856
  • Title

    Fragmentation in the vision of scenes

  • Author

    Geusebroek, Jan-Mark ; Smeulders, Arnold W M

  • Author_Institution
    Intelligent Sensory Inf. Syst., Amsterdam Univ., Netherlands
  • fYear
    2003
  • fDate
    13-16 Oct. 2003
  • Firstpage
    130
  • Abstract
    Natural images are highly structured in their spatial configuration. Where one would expect a different spatial distribution for every image, as each image has a different spatial layout, we show that the spatial statistics of recorded images can be explained by a single process of sequential fragmentation. The observation by a resolution limited sensory system turns out to have a profound influence on the observed statistics of natural images. The power-law and normal distribution represent the extreme cases of sequential fragmentation. Between these two extremes, spatial detail statistics deform from power-law to normal through the Weibull type distribution as receptive field size increases relative to image detail size.
  • Keywords
    Weibull distribution; image sequences; natural scenes; normal distribution; realistic images; Weibull type distribution; natural images; normal distribution; power-law distribution; sensory system; sequential fragmentation; spatial configuration; Gaussian distribution; Image resolution; Intelligent sensors; Intelligent systems; Layout; Machine vision; Spatial resolution; Statistical analysis; Statistical distributions; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision, 2003. Proceedings. Ninth IEEE International Conference on
  • Conference_Location
    Nice, France
  • Print_ISBN
    0-7695-1950-4
  • Type

    conf

  • DOI
    10.1109/ICCV.2003.1238326
  • Filename
    1238326