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Yes this is possible with OpenCV.

This question is very similar to the following one: http://answers.opencv.org/question/8677/image-comparison-with-a-database#8686

and this one: http://answers.opencv.org/question/9271/global-image-feature-implementation/

Please have a look there for possible solutions. Good luck!