Could you please tell what you mean by divide.
If you are referring to dividing (512) into two parts of 256 and 256, then I guess random crop could work in this case but I am not sure if all the crops are exclusive of each other or not. If they are not, then you can increase the augmentation by more than 2* factor and of they are, then I guess it would be 2* augmentation.