A huge thing in fake images is the light reflection (very hard to get realistic). Reflections or shadows that are too sharp or exact generally give away a fake image, so removing all the natural lighting, and then regenerating the lighting could give the effect your after.
To be able to do this well though, you will likely need to estimate surface normals which may be difficult if you are not in a controlled environment or know the object you are looking at quite well...
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