They went to Ultimecia's future. A future she ruled and those White SeeD were opposing that rule. That's why Squall said that SeeD's were fighting across generations.
So basically she had won, although her defeat was inevitable. The actual time compression was continued when the group fought her last form. That's why at the end everyone is lost. (but then they found their way of course.)