Image classification - Difference detection - Digits

I have a huge set of data with pairs of reference and altered images. Need to classify the type of alteration. The reference and altered images are highly patterned. The difference image has very minute details.
a) What sort of approach would you suggest to solve such a problem ?
b) How to solve the problem using Nvidia digits classifier? How can I feed both reference image and altered image ?