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Have you tried normalizing the images by the standard deviation?
Convert them both to the CV_32F type, and calculate the mean and standard deviation of each image. Subtract the mean from each then divide by the stddev.
This is a simple way. If you want to search for more complicated ways, the key terms to use is "illumination invariance". There are a huge number of methods, so good luck.
