I've just finished the Kilika temple, and along the way, entered the last room with the fayth.  Once I was there, I couldn't go back and try to find the hidden room.  After getting Ifrit and leaving the temple, I tried to re-enter it, but the door wouldn't open.

Is there any way to get back in there and grab the stuff I missed the first time around?