The net is just going to learn the representation "even/odd number of black pixels," if that's the easiest thing to learn. It also goes without saying that 2k

The net is just going to learn the representation "even/odd number of black pixels," if that's the easiest thing to learn. It also goes without saying that 2k images is probably not going to be enough data to learn any meaningfully general feature representation.