This is more of a case where you aren't actually using all the information-bearing capacity of your pixels but are actually sampling from a much lower dimension

This is more of a case where you aren't actually using all the information-bearing capacity of your pixels but are actually sampling from a much lower dimensional manifold. This isn't just interpolation and information need not be lost.