Haven't seen anyone mentioning Ginkakuji (Silver Temple) yet - personally I prefer it to the flashier Kinkakuji. The Steam Locomotive and Piano Museum in Arashiyama is something only Japan would come up with, and it's definitely worth dropping in if you're in Arashiyama anyway!