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If you only want to recognize them, then take a look at this tutorial using 2d features:

http://docs.opencv.org/trunk/d7/dff/tutorial_feature_homography.html

not sure about the performance on raspi. Also take into account the size of your dataset. The bigger the size, the more complex the problem.