From my experience, pictures taken at the normal human viewing height look uninteresting because they're taken at an angle we're most familiar with, which doesn't have much novelty.
Photos taken at unfamiliar angles will present their objects in ways we're not used to seeing. Which makes them less familiar and more stimulating. Which is more interesting.