parameters such as camera type and/or brightness at the point of capture?
I would try to normalize your data. Shrink your images to the lowest camera resolution and try to balance brightness. A naive approach might be to sum all pixel values to get a "cumulative" brightness number, find median value in your data and add/remove brightness (increase/decrease RGB values) to all images to match that value
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