If you are in the US you can buy/use Oxy Clean. Lillies are my fav. flower and I have already had the same issue. If your clothes are of a dark color, don't use a concentrated solution on the clothes before washing. Just add OxyClean to the wash solution. If they are light or white, you can apply a pre-spotting solution of two parts oxy clean to one part water prior to washing.
