Reference image background reference used for change detection segmentation PowerPoint PPT Presentation

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Title: Reference image background reference used for change detection segmentation


1
Reference image updating. Overview
  • Reference image background reference used for
    change detection segmentation
  • Problem
  • Not always available
  • Subject to local and global variations
    (illumination and shadow changes, )
  • Goal of the method
  • Learning then updating the reference image
  • How it works
  • Local variations Pixels of the current image are
    classified stable or not
  • if they belong to a mask or a moving zones, these
    pixels are said  not stable . They dont change
    the reference image content at all.
  • If they dont, theses pixels are said stable .
    They are taken into account (pixelwise) to
    smoothly change the reference image content.
  • Global variations when 2 successive images are
    too much different (fast changes) or when the
    current image becomes too much different compared
    to the reference image (slow change)
  • The global difference is applied to the whole
    reference image to correct it.

2
Reference image updating. Block diagram
3
Reference image updating. Results
The reference image is learned and updated,
taking into account wheather changes
After a short learning phase, masks of people are
well extracted
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