A library to detect an image out of an image bank?

Is there an open source/free library for detecting an image out of an image bank? I have ~120 images and I have an input image which is an image from the bank, but maybe slightly cropped/rescaled (not altered in any form though). I'm looking for something that will return the image from the bank with the best similarity to the input image.