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But if it takes only one image, isn't it likely to hallucinate information?



Not just likely, it does. Try out the demo and see, e.g. what the backside of their Pikachu toy looks like. Or a little simpler, the paper has an example (the demo also has this) of the back of a car under different seeds.




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