As I understand it, IOS will scale images to the device it's running on, I would be flabbergasted if Android platforms didn't do the same. I suspect e-reader devices such as Kindle, Kobo and the boatload of other e-readers are more likely barf on images of wrong size/weight/density/genre etc.
BR
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