My wife had an '05 Outback and we got stacker type kayak racks directly from Subaru. We still have them and I plan to use them on my recycled '04 Outback this summer.
Yakima also makes adapters so you can replace your stock crossbars with their round bars. Then you have a choice of many kinds of racks, all of which work great. They ain't cheap, though.