Raster Image - Feature (Image Properties)

> (Data|State) Management and Processing > (Data Type|Data Structure) > Raster (BitMap) Image

1 - About

A feature is property of an image.

3 - Example

  • intensity,
  • color,
  • texture.
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4 - Scope

4.1 - Global

For the whole image

4.2 - Local

For a set of pixel.

Local features provide a limited set of well localized and individually identifiable anchor points. Their location must be determined accurately and in a stable manner over time. They can be used as a robust image representation, that allows to recognize objects or scenes without the need for segmentation. Features need to be described, such that they can be identified and matched.

Example:

  • points (interest point)
  • region
  • edge segment
  • small image patches
  • corner,
  • blob
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4.3 - Usage

  • edges detected in aerial images often correspond to roads;
  • blob detection can be used to identify impurities in some inspection task;
  • matching or tracking applications,
  • camera calibration or 3D reconstruction.
  • image alignment or mosaicing
  • object recognition
  • scene classification,
  • texture analysis,

4.4 - Detection

  • To localize features in images, a local neighborhood of pixels needs to be analyzed
  • spatial extent: the local neighborhood of pixels
data/type/raster/feature.txt · Last modified: 2018/01/03 15:46 by gerardnico