[lopmotr]

The network should just learn that they all have symmetry and only encode the unique information. Once you start hand-coding priors like this, where do you stop? Maybe also constrain the range of colors? Size? Other geometric features? Eventually you're just doing old fashioned programming, not ML. And since generating beetle images isn't really the important goal anyway, why would you use dirty tricks to achieve it?