From personal experience, unequivocally the answer is yes.
In my case it was myself the non Catholic, but as were married both secularly and in the catholic faith, this was no issue. I had to promise to raise my children in the faith at the catholic marriage (which at the time I did not care positively for the Catholic Church). But I did hold up my end of the agreement...and behold! I am now Catholic.