Be honest up front ... not doing so will not end well. You will probably need to file a joint return for her immigration paperwork so you will have to let the cat out of the bag eventually. Also if you are married it can affect your scholorship eligibility or other such things.
But to answer your direct question ... if you don't file a joint return and otherwise qualify as a dependent then yes your parents can still claim you.
