If you’re using iPhoto ’11 on a MacBook, here’s a handy trackpad gesture to try.

If you’re looking at a filmstrip at the bottom of the screen, swiping left or right with three fingers will move you forwards or backwards one photo at a time. Same is true in the thumbnail window view.