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Feature detection tutorial depends on the nonfree module, which is not included in 14.04 apt-get repos. It can be installed following instructions in this answer.

sudo add-apt-repository --yes ppa:xqms/opencv-nonfree
sudo apt-get update 
sudo apt-get install libopencv-nonfree-dev