Introduction to Features

Characteristics of good features

• Repeatability / Precision

  The same feature can be found in several images despite geometric and photometric transformations

• Saliency/ Matchability

  Each feature has a distinctive description

• Compactness and efficiency

  Many fewer features than image pixels

• Locality

  A feature occupies a relatively small area of the image; robust to clutter and occlusion