Saturday, July 4, 2015

Analyzed the SIFT(Scale Invariant Feature Transform) and its Variants.

  • SIFT
  • PCA-SIFT
  • GSIFT
  • CSIFT
  • SURF
  • ASIFT
Summary

According to research work done by researchers ,

  • SIFT and CSIFT perform the best under scale and rotation change.
  • CSIFT improves SIFT under blur change and affine change, but not illumination change. 
  • GSIFT performs the best under blur change and illumination change.
  • ASIFT performs the best under affine change. 
  • PCA-SIFT is always the second in different situations. 
  • SURF performs the worst in different situations, but runs the fastest.

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