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Combine SIFT with other method for object recognition

Basically I need to develop an object recognition system. I have already used with success matching with SIFT or ORB.

Now I would like to use in the same system something else to improve SIFT/ORB, for example shape matching after a canny edge extractor (or whatever)

Can you suggest me a way to proceed?

I was thinking to always start

  • with corner detection (like SIFT,ORB)
  • then compute ORB descriptors for the corners (like standard ORB)
  • now extract some more information around a patch centered in the corner (contour infroamtion?)

Any Hint?