Making additional copies and then using augementation works, but is pretty cludgy.
@radek has a way to do this just by manipulating the train.csv in an intelligent manner (the ‘difficult’ thing here for me at least was constructing the validation set without including ‘copied but transformed’ images) in his Humpback Whale kaggle github repo.