Image comparison Result image registration. Normalized cross correlation Opencv

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I need to check how good the result of one image registration process' was. For it I thought of using Normalized Cross correlation between both images: base and result of the process. The problem is that I never worked with cross correlation and I dont know if it could be the better approach.

Then with the result I could see where the images are more dissimilar and try to improve the registration on this part of the image.

Would I need to make a two dimensional cross correlation? then I would obtain a map of dissimilarities,right?

Any help/suggestion would be useful

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