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The most feature detection algorithms work better and faster in reduced images. You must try use image resolution 320X240 or 480X360.

The ORB gives feature matching worse than SIFT, but this matches you can filter using Ranzac, and results will be satisfactory.

If any one know the better solution, it will be helpful for me too