Comparing objects in an image from library of objects

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I have created a library of objects at different angles. Now what i have to do is to take image from the stereo camera. And compare the objects detected with the already stored library of objects. Through edge detection techniques objects (from image taken) are separated and stored in a separate array of images...

Can anyone help me, how can i do this comparison ?? SURF and SIFT will work for me ??